{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantum PageRank\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install the relevant packages.\n",
    "!pip install networkx==3.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Problem Definition\n",
    "**PageRank** is an algorithm used to rank nodes—such as web pages or individuals—in directed or undirected graphs based on their relative importance.\n",
    "\n",
    "Given a graph $G = (V, E)$:  \n",
    "- $V$ is the set of nodes (e.g., web pages, individuals).  \n",
    "- $E$ is the set of edges (e.g., hyperlinks/connections between pages/individuals).  \n",
    "\n",
    "The goal is to assign an importance score to each node based on the number and importance of incoming links.\n",
    "\n",
    "---\n",
    "\n",
    "PageRank has broad applications across various fields: ranking web pages in search engines, identifying influential individuals in social networks, recommending products in recommendation systems, and measuring the impact of research papers in scientific citation networks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we use the Karate Club graph as an example network to rank the importance of each member within the social structure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApQAAAHzCAYAAACe1o1DAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xk41Ov7B/D3jG2QpRItKqfSjrQoUqQNp117naJ9Oe378j2d6rSeRKsWpfW0KqpzkkqkRYgM7ZtImagsWQYzn98fXTM/MpgxM4j7dV1dx8x8Ps/zjJzm9iz3zWIYhgEhhBBCCCHlxK7sARBCCCGEkJ8bBZSEEEIIIUQuFFASQgghhBC5UEBJCCGEEELkQgElIYQQQgiRCwWUhBBCCCFELhRQEkIIIYQQuVBASQghhBBC5EIBJSGEEEIIkQsFlIQQQgghRC4UUBJCCCGEELlQQEkIIYQQQuRCASUhhBBCCJELBZSEEEIIIUQuFFASQgghhBC5UEBJCCGEEELkQgElIYQQQgiRCwWUhBBCCCFELhRQEkIIIYQQuVBASQghhBBC5EIBJSGEEEIIkQsFlIQQQgghRC4UUBJCCCGEELlQQEkIIYQQQuRCASUhhBBCCJELBZSEEEIIIUQuFFASQgghhBC5UEBJCCGEEELkQgElIYQQQgiRCwWUhBBCCCFELhRQEkIIIYQQuVBASQghhBBC5EIBJSGEEEIIkQsFlIQQQgghRC6qlT0AQkj1IhAIkJqaCh6PBx6Ph6ysLBQUFEBVVRXa2towMjKCkZERDAwMoKKiUtnDJYQQogAshmGYyh4EIeTnl5GRgZiYGHC5XOTm5gIA2Gw2hEKh+JrCjzkcDszNzWFhYQFdXd1KGTMhhBDFoICSECIXPp+PkJAQxMbGgsViQZZ/UkTXm5mZwc7ODhoaGkocKSGEEGWhgJIQUm7x8fEICAhAdna2TIHkj1gsFrS0tODo6AgTExPFDZAQQkiFoICSEFIu0dHRCAoKknlWsiSidhwcHGBpaamAERJCCKkoFFASQmQmCiaVhYJKQgj5uVDaIEKITOLj45UaTAJAUFAQ4uPjldoHIYQQxaGAkhAiNT6fj4CAALBYLKX2w2KxEBAQAD6fr9R+CCGEKAYFlIQQqYWEhMh9AEcaDMMgOzsbISEhSu2HEEKIYlBic0KIVNLT0xEbGyvxNT6fj+DgYCQkJCAhIQE5OTkYNWoUunTpUuxaoVCIsLAwhIWF4dOnT1BXV0eDBg0wePBgNGzYUHwdwzCIjY1Ft27dKE8lIYRUcTRDSQiRCpfLLXGpOysrC9evXwePxysSFEpy9uxZ+Pn5wdjYGEOHDkXfvn1Ru3ZtfPv2rdi1LBYLXC5XIeMnhBCiPDRDSQgpk0AgQExMTIlL3bq6uvjjjz+gq6uLxMRE7NixQ+J1jx49QmRkJCZOnAgzM7My+2UYBjExMbC2tqYyjYQQUoXRDCUhpEypqamlHpBRVVWValn69u3baNy4MczMzCAUCqU6dJObm4vU1FSZxksIIaRi0QwlIaRMPB5P7jZyc3ORmJgIa2tr/Pfff7h79y74fD7q1KkDZ2dndOjQodT+jYyM5B4DIYQQ5aCAkhBSJh6PBzabDaFQWO42Pn/+DIZh8OjRI6ioqODXX38Fh8NBaGgoTp48CQ6Hg9atWxe7j81mKySgJYQQojy05E0IKVNWVpZcwSQA8fJ2dnY2XF1dYWNjg44dO2LGjBnQ0tLCjRs3JN4nFAqRlZUlV9+EEEKUiwJKQkiZCgoK5G5DTU0NAFCnTh00bdpU/LyGhgbatm2LxMRECAQCifeW9DwhhJCqgQJKQkiZVFXl3x0jOrSjo6NT7LVatWpBIBAgLy9P4r10wpsQQqo2CigJIWXS1tYGmy3fPxd6enrQ0dFBenp6sdcyMjKgqqoKDQ2NYq+x2Wxoa2vL1TchhBDlooCSEFImIyMjufdQAkCHDh2QlpaGFy9eiJ/LysrC48eP0aJFC4lBq1AopBPehBBSxdEpb0JImaQJ6O7cuYPc3FzxDOSTJ0/EX3fv3h2amppwcHBATEwMjh49ip49e0JTUxP379+HQCCAs7OzXP0TQgipPBRQEkLKZGBgAA6Hg9zc3BKvCQkJwdevX8WPY2NjxbW/O3bsCE1NTejo6GD27Nm4fPkyQkNDIRAI0LRpU4wZM6bEko0cDgcGBgaKfUOEEEIUisWUVEuNEEIKCQ0NRURERInlF5WBxWLBysoKtra2FdYnIYQQ2dEeSkKIVCwsLCo0mAS+1/I2Nzev0D4JIYTIjgJKQohUdHV1YWZmBhaLVSH9sVgsmJmZSVUjnBBCSOWigJIQIjU7OztoaWkpPahksVjQ0tKCnZ2dUvshhBCiGBRQEkKkpqGhAUdHR6UvfTMMA0dHR4l5KQkhhFQ9FFASQmRiYmICBwcHpfbRu3dvmJiYKLUPQgghikMBJSFEZpaWluKgUlHL36J2evfujQ4dOiikTUIIIRWD0gYRQsotPj4eAQEByM7OlmsZXLRn0tHRkWYmCSHkJ0QBJSFELnw+HyEhIeByuWAYRqaa3ywWCwzDwMzMDHZ2drRnkhBCflIUUBJC5Pb582e0a9cOixYtgpaWlriiDpvNLlIDvPBjhmHQrVs3mJubU2ogQgj5yVHpRUKI3I4cOYKvX7/C1dUVderUQWpqKng8Hng8HrKysiAQCKCiogJtbW0YGRlhy5YteP/+PRYvXlzZQyeEEKIANENJCJGLUChEq1atYGVlhZMnT0p1z/79+zF79mykpqZCX19fuQMkhBCidHTKmxAil5s3b+LVq1eYMWOG1Pc4OTlBIBDg+vXrShwZIYSQikIBJSFELl5eXmjXrh1sbW2lvqdJkyZo164d/vvvPyWOjBBCSEWhgJIQUm5JSUm4dOkSZs6cKXM+SmdnZwQEBBQ5tEMIIeTnRAElIaTcDh48CA6Hg99++03me52cnJCcnIxHjx4pfmCEEEIqFAWUhJByKSgowMGDBzFu3Lhypf3p3r07dHR0cPXqVSWMjhBCSEWigJIQUi6XL1/Ghw8fMHPmzHLdr66ujj59+tA+SkIIqQYooCSElIuXlxe6desmV91tJycnhIWF4cuXL4obGCGEkApHASUhRGYvX77E9evXZUoVJImTkxOEQiECAwMVNDJCCCGVgQJKQojM9u/fj9q1a2PkyJFytWNsbAwzMzPaR0kIIT85CigJITLJycmBj48P3NzcoKmpKXd7zs7OuHr1KqUPIoSQnxgFlIQQmZw7dw5fvnyRe7lbxMnJCSkpKYiKilJIe4QQQioeBZSEEJl4eXmhT58+MDU1VUh7NjY20NXVpWVvQgj5iVFASQiR2qNHjxAWFlbuVEGSqKmpoW/fvpQ+iBBCfmIUUBJCpLZv3z40bNgQAwcOVGi7zs7OePDgAVJTUxXaLiGEkIpBASUhRCoZGRk4ceIEpkyZAjU1NYW27ejoCIZhKH0QIYT8pCigJIRI5cSJE8jNzcXUqVMV3nbDhg3RoUMH2kdJCCE/KQooCSFlYhgGXl5eGDhwIIyNjZXSh5OTEwICAih9ECGE/IQooCSElOnu3buIi4tT6GGcHzk7OyM1NRWRkZFK64MQQohyUEBJCCmTl5cXmjdvjj59+iitj27dukFfX59OexNCyE+IAkpCSKlSUlJw/vx5zJgxA2y28v7JUFVVRd++fWkfJSGE/IQooCSElMrHxwcsFguurq5K78vZ2RkRERFISUlRel+EEEIUhwJKQkiJhEIh9u/fjxEjRsDAwEDp/YnSB127dk3pfRFCCFEc1coeACGk6goMDMSbN29w/PjxCumvfv366NixI65evYq+ffuCx+OBx+MhKysLBQUFUFVVhba2NoyMjGBkZAQDAwOoqKhUyNgIIYSUjMUwDFPZgyCEVE2DBw9GfHw8Hj16BBaLpfT+MjIysHPnTgCApqYmAIDNZhdJJVT4MYfDgbm5OSwsLKCrq6v08RFCCJGMAkpCiEQJCQn45ZdfsGfPHsyYMUOpffH5fISEhCA2Nlbme1ksFhiGgZmZGezs7KChoaGEERJCCCkNBZSE1DACgQCpqallLifv3r0bnp6e+PDhA3R0dJQ2nvj4eAQEBCA7Oxvy/HPEYrGgpaUFR0dHmJiYKG6AhBBCykQBJSE1REZGBmJiYsDlcpGbmwug9OXknJwc5ObmYunSpUpbTo6OjkZQUJB4llFeonYcHBxgaWmpgBESQgiRBgWUhFRzhZeTyxu4KWM5WRRMKgsFlYQQUnEooCSkGquqy8nx8fHw9fWVu52yuLi40PI3IYRUAMpDSUg1FR0dDV9fX7mDSQBgGAbZ2dnw9fVFdHS0XG3x+XwEBAQo/dQ4i8VCQEAA+Hy+UvshhBBCASUh1VLh5WRFLUKI2gkKCpIrqAwJCVFIkFsWURAcEhKi1H4IIYRQYnNCqp34+Hil7k0EvgeVtWvXlnk5OT09XerUQK9evcK+ffskvjZnzhw0bdq0zDYYhkFsbCy6detGeSoJIUSJKKAkpBopvJyszBlA0XKym5ubTAd1uFyuzGOztbVF48aNizwnSxlIFosFLpcLW1tbqe8hhBAiGwooCalGKmM5uV+/flLdIxAIEBMTI/PYfvnlF1hYWJRnmAC+jzUmJgbW1tZUppEQQpSEAkpCqglZlpNF3r9/j8DAQLx9+xYFBQWoU6cOunXrhh49epR5r6zLyampqeU+IJObmws1NbVyB4S5ublITU2FkZFRue4nhBBSOgooCakmZF1Ofv78OQ4fPoxGjRqhb9++UFdXx+fPn5Geni51n7IsJ/N4PKnbLezs2bPg8/lgs9n45ZdfMGDAgGJL4NLg8XgUUBJCiJJQQElINSDrcnJubi5Onz6NNm3aYMKECWCzy5fwQZblZB6PV6wyT2lUVVVhZmaGNm3aQFtbGzweD8HBwdizZw/mzJmDRo0aST1ONptd7oCWEEJI2SigJKQakHU5OSoqCpmZmXBycgKbzQafz4eamlq5Aktpl5OzsrKkDiYBwMTEpMgp8nbt2sHc3Bzu7u7477//MHXqVKnbEgqFyMrKkvp6QgghsqGAkpBqQNbZt5cvX4LD4SA9PR1HjhxBSkoK1NXV0alTJwwaNAhqamoy9184oOTz+UhLS0NaWhrS09ORlpaG9+/fy9SmJAYGBmjXrh1iY2MhFAplCoAFAoHc/SuLQCBAamoqeDweeDwesrKyUFBQAFVVVWhra8PIyAhGRkYwMDCgg0WEkCqJAkpCqgFZl5NTU1MhEAjg4+ODrl27wtnZGa9fv8adO3eQk5OD8ePHS923UCjEvn37EBQUJA4iJc2Wurq6ol27dnJXyNHX14dAIEBeXh44HI7U91XFQCwjIwMxMTHgcrnIzc0FgGJ/j2w2G1wuFwDA4XBgbm4OCwsLyqtJCKlSKKAkpBqQdTk5Ly8P+fn5sLa2xpAhQwAAZmZmKCgoQFhYGPr374969epJ1RaLxYKhoSEGDBgAPT096OvrQ19fv9jXcXFxePHihUzjlOTz589QVVWFurq61Pew2Wxoa2vL1a8i8fl8hISEIDY2tthBqh+/P4Uf5+bmIiIiAuHh4TAzM4OdnZ1MeUAJIURZKKAkpBooKCiQ6XpV1e//63fo0KHI85aWlggLC8O7d+9kCijNzMzg4uJS6nXp6el49uyZ1GP89u0batWqVeS5Dx8+4MmTJ2jdurVMy91CoRCGhoZSX69M8fHxCAgIQHZ2NgDZS2OKro+Li8ObN2/g6Ogoc8UiQghRNAooCakGRAGitPT09MDj8aCjo1PkedHjnJwcmdqTZjlZ1pQ9x48fh5qaGkxMTFCrVi3weDyEhYVBTU0Nzs7OMrUFAJMmTYKZmRkcHBzg4OAAY2NjmduQl6jGuiIqGYmSy/v6+sLBwQGWlpYKGiUhhMiOAkpCqgFtbW2Z9lAaGxvjxYsXSE9PLzJzJ8pBKcvysLTLyQYGBuBwOOK9gmVp3749oqKicPv2beTm5qJWrVowMzNDv379ZCq9KBqjvb09goKCcPToUQCAqakpevfuDQcHB9jb20s9I1teomASkH1WsiSidkTtUlBJCKksFFASUg0YGRmJD25Iw8LCAkFBQQgPD4epqan4+fDwcLDZbDRv3lzqtoRCoVSzjyoqKjA3N0dERIRUAVWPHj2kqthTFhaLhS5dumDBggUAvh9ICg4ORlBQEIKCgrBv3z4AgLm5uXj2smfPntDT05O7b5H4+Hhx0KcsQUFBqF27Ni1/E0IqBQWUhFQDsi4nN2rUCFZWVggPD4dQKESzZs3w+vVrcLlcODg4yBxMSdu/hYUFwsPDZWpbXgzDwNzcXPzYwMAAw4cPx/DhwwEASUlJuHXrFoKCgnDhwgV4enqCzWajc+fO4gCze/fu0NLSKlf/fD4fAQEBClnmLg2LxUJAQADc3NzooA4hpMKxGGX+C0cIqRACgQD79u2TejlZdM/NmzcRERGBjIwM1K5dGzY2NujZs6dMfXM4HMyYMUPqtDyBgYGIi4tTanAlwmKx0L59e/Tr10+q6xmGwdu3b3Hz5k3xDOanT5+grq4Oa2trcYBpZWUl9Snzqvx+CSFEUSigJKSaCA0NlXo5WVFYLBasrKykquUtwufz4ePjg+zsbKXP2Glpack1Y8cwDJ48eSIOLoODg5GWlgYtLS306NFDHGBaWlpKDKjT09Ph7e1d7Hk+n4/g4GAkJCQgISEBOTk5GDVqFLp06VLsWh6Ph0uXLuHt27dQUVFBmzZtMGjQoGIn4AubOnUq5akkhFSo8hXwJYRUORYWFhUaTALFl5OloaGhAUdHR6WPlWEYODo6yrX8y2Kx0K5dO8yZMwcXL15EamoqIiMjsWbNGgDA2rVr0aVLFxgYGGDo0KHYtWsXHj9+LH5vXC5XYiL3rKwsXL9+HTweDw0bNiyx/7S0NOzduxepqalwcnKCvb09nj59igMHDpSYKorFYsm0n5YQQhSBZigJqUYqcnlVKBQiPDwcBgYG2LBhA+rUqSPT/YVPPStD7969i+XZVLS8vDyEh4eLZzDv37+PvLw8GBoaonfv3ujUqZPE+woKCpCdnQ1dXV0kJiZix44dEmcofX19ERkZiaVLl6J27doAgBcvXuDAgQMYPnw4unXrJrF9WbchEEKIvGiGkpBqxM7ODlpaWnKXNywLi8WCjo4ObG1t8c8//6Bly5Y4cOCATPWyLS0t4eDgIG5PUeMCKiaYBAB1dXXY2trijz/+QHBwML5+/YrAwEBMmjQJX758KfE+VVVVqZakY2Nj0aZNG3EwCQAtW7ZEvXr1EBMTU+J9ubm5SE1Nle3NEEKIHCigJKQaqejl5Hnz5uHFixcYMGAApk+fjm7duuHBgwdSt2NpaQkXFxeFBMGiPZMuLi4VEkxKoqWlhb59+2LTpk3YunWrXG2lp6fj27dvaNy4cbHXGjdujKSkpFLv5/F4cvVPCCGyoICSkGrGxMREPPOnLL179xbnOzQyMsKRI0dw9+5dCAQCdOvWDVOmTEFKSopUbZmYmMDNzQ3t27cHIHvSb1Eg2r59e7i5uVWZPIw8Hk+m8pA/ysjIAACJM5m6urrIzs4ucR8lm82mgJIQUqEooCSkGqqM5WQbGxtERERgz5498PX1RcuWLbFnzx6plsE1NDTQr18/TJo0Cffv3y9S8efHoKzwYw6HAysrK0ydOhX9+vWrUvkXs7KypK5cJEl+fj4AyWUtRaU2Rdf8SCgUIisrq9x9E0KIrCixOSHVlKWlJWrXro2AgAC5U/SIlpMdHR1LnQFUUVHBrFmzMGLECKxcuRJz5syBt7c39uzZAxsbmzL7efLkCS5cuIAFCxbA1NQUPB4PPB4PWVlZEAgEUFFRgba2NoyMjGBkZAQDA4Mqe/CkpNlDaampqQGAxIBc1LboGklk2c9KCCHyooCSkGpMtJwcEhKC2NhYmau1iK5v37497OzspJ4BrFevHg4ePIipU6di9uzZ6N69OyZOnIgtW7aUWlXHz88PRkZGsLa2hoqKSpkVeAQCgTjoFAWeBQUFUFVVrfTAUzSLWF6ipW7R0ndhGRkZ0NLSKrWPqhpoE0KqJwooCanmRMvJ3bp1A5fLRUxMjLiiDpvNFi/LMgxTZHmcw+HAwsIC5ubm5U6SbWVlhbCwMBw+fBgrVqzAxYsXsW7dOsyePbtYMMQwDPz8/DBo0KAyg6GMjAzExMSAy+VKfC+ix6J8jBwOB+bm5rCwsKiwhN/a2trFxiQLPT09aGtrIzExsdhriYmJpeavZLPZ0NbWLle/hBBSHhRQElJD6OrqwtbWFtbW1khNTS02qxcQEIA2bdqgb9++Cp3VU1FRwdSpUzFs2DCsXr0aCxYswKFDh7B79+4iZR6fPn2KV69ewdPTs8S2+Hx+ibOtPwZuhR/n5uYiIiIC4eHhMDMzk2m2tbyMjIzkTjBubm6OyMhIpKWlQV9fHwDw8uVLpKSkoEePHiXeJxQKZa7vTggh8qCAkpAaRrSU/GPAsXr1aujq6spc+UZadevWhZeXF6ZMmYLZs2fDzs4O48aNw9atW9GwYUP4+flBW1sbvXv3lnh/fHy8eD8oIPtpcNH1cXFxePPmTZn7QeUhFArx/v37Uq+5c+cOcnNzkZ6eDuD7/lHR1927d4empiZ69+6NmJgYeHl5oUePHuKSjQ0aNICVlVWp7VNASQipSFQphxACAOjTpw/q1KmDs2fPKr0voVCIo0ePYtmyZcjJycGff/6JU6dO4ZdffsG5c+eKXS+qqiPrHtCSiNoR1eFWBIZhEBkZidOnT+PMmTP4+PEj1q1bBw6HI/H6DRs24OvXrxJfW7lypbjyUHJysriWt6qqKtq0aYOBAwdCR0enxLFQpRxCSEWjgJIQAgBwdXXF8+fPcf/+/Qrr8+vXr1izZg327NkDoVCI5cuXY9OmTUWuUXaJRnmDysePH+P06dM4ffo0Xr16BUNDQ4wcORJjxoxBQUEBIiMjK7TGOovFgpWVFWxtbSusT0IIoSVvQggAwNjYGDdv3qzQPmvXro2dO3dCR0cHGzduxObNm/HmzRu4u7vD2NgY8fHxSg0mASAoKAi1a9eWafn7zZs34iAyNjYWenp6cHFxgZeXF+zt7cUHjjIyMhAREaGkkUvGMIzSti0QQkhJKLE5IQTA94Dy48ePcudPLI/IyEg4ODjg+PHjuH37Nlq1aoXNmzfj6tWrFVKXPCAgAHw+v9TrPnz4AE9PT3Tr1g3NmzfHhg0b0K5dO/j7+4PH4+HQoUPo06dPkdPrurq6MDMzU/p7EGGxWDAzM6uwk+yEECJCM5SkCIFAIPEEcFXI60eUq3HjxuK8jo0aNaqwftPS0hAUFAQPDw+MHz8egwYNwp9//omoqCh06dJFrvKF0mAYBtnZ2QgJCUG/fv2KvPb582f4+vri9OnTCA4OhqqqKpycnHDq1CkMHDhQqtQ8dnZ2ePPmDb59+6bUwFKUfN7Ozk5pfRBCSEkooCQAfo68fkS5jI2NAQDv37+v0IDy6tWrKCgowKBBgwB8n9Vbs2YNvL29y93mjRs3EBAQACMjIyxZsqTM6xmGQWxsLLp16wYWiwV/f3+cOnUKgYGBEAqFcHBwgLe3N4YOHYratWvLNBY1NTW8ffsWhoaG5X07UmEYBo6OjlWq/CQhpOaggLKG+5ny+hHlKhxQdu3atcL69ff3R8eOHdGkSRPxc1wut9wnutPS0nDz5k2oq6vLfO+ff/4JLy8v5ObmwsbGBh4eHhgxYkS5U/Dw+XxMmDAB586dg6enZ4m1txWhd+/eSkuDRAghZaGAsgb7mfL6EeWrU6cOOBxOmfkTFYnP5+O///4rMosoEAgQExNT7pPRV65cQdOmTSEUCpGVlSXTvQYGBli7di1GjRqFpk2blqt/kfT0dAwZMgT379+Hr68vhg4dqrT0R71790aHDh3kbo8QQsqLDuXUUNHR0fD19UV2drbcH2yiPWi+vr6Ijo5W0AhJRWOxWDA2NpZY6k9Zbt26hczMTAwZMkT8XGpqapkHZEry+vVrcLlcDB48uFz3a2hoYOLEiXIHk0lJSejRowcePXqEGzduYOjQoQAAS0tLuLi4QEtLS+79lKI9ky4uLhRMEkIqHQWUNVDhvH6Kyo8naicoKIiCyp+YsbFxhc5Q+vn54ZdffkH79u3Fz/F4vHK1JRQK4efnBysrKzRo0KDcYypv/yJPnz6FjY0N0tLScPfu3WL5IE1MTODm5iZ+z7IGlqLr27dvDzc3N1oVIIRUCbTkXcNU1bx+pGowNjbG27dvK6QvoVCIS5cuYfTo0UWCKh6PV+xAmDTu37+Pr1+/Yvr06eUeE5vNliugvHfvHgYMGIBGjRrh6tWr4n2pP9LQ0EC/fv3QrVs3cLlcxMTElHoYTvSYw+HAwsIC5ubmdBiOEFKlUEBZg/D5fAQEBChs/1ZJRHn93Nzc6KDOT6Zx48YIDQ2tkL4iIiLw8ePHIsvdAJCVlSVzMJmVlYVr166hT58+qFWrVrnHVJ59lyL+/v4YPXo0rKys4O/vD319/TLv0dXVha2tLaytrYul6xIIBFBRUaF0XYSQnwIFlDVISEiIQvZMlqW0vH6kajM2NkZSUhKEQqHS8z/6+fnBwMAANjY2RZ4vT2L1gIAAaGlpKaTcoEAgkPme/fv3Y9asWRg2bBiOHz9eYv3ukqioqIiDRkII+RlRQFlDpKenIzY2ttjzfD4fwcHBSEhIQEJCAnJycjBq1Ch06dKlyHUJCQmIiIhAQkICPn78CKFQiG3btpXYX+G8frQ09/MwNjZGQUEBPn36hPr16yu1L39/fwwYMKBIZRkAxR6XJSUlBWFhYRg8eDAyMjLEzxcUFEAoFOLLly/gcDjQ0tKSqj1ZZgAZhsGaNWuwfv16zJkzBx4eHjSDSAipkSigrCFKyuuXlZWF69evQ19fHw0bNsTr168l3v/06VOEh4ejQYMGqFu3LlJSUsrsk8VigcvlKmTWiFSMwrkolRlQPn/+HE+fPsWmTZuKvaatrS3THsr09HQwDAM/Pz/4+fkVe33jxo3o0aOHVCe/2Wy2VNVvgO8B64wZM3Do0CFs3rwZS5curbASi4QQUtVQQFkDlJbXT1dXF3/88Qd0dXWRmJiIHTt2SGzDxsYGDg4OUFNTw4ULF6QKKBmGQUxMDKytrWnW5ichCigTExPRuXNnpfXj7+8PTU1N9O3bt9hrRkZG4opM0mjQoAFcXV2LPX/16lXw+XwMGTIEdevWlaotoVAo1bJzVlYWRo0ahWvXruHYsWP47bffpB4vIYRURxRQ1gCl5fVTVVWVaklaR0enXH3n5uYiNTW10vaGUW1y2RgYGEBdXV3pqYP8/PzQv39/icvQsv6saGtrF0k7JHL79m0AkPhaacrqPzU1FQMGDEBcXByuXLmC/v37y9Q+IYRURxRQ1gDy5tVTRP8VHVBSbfLyYbPZaNSokVIDyuTkZISFheHw4cMSXzcwMACHwxH/vVUkDocDAwODEl9/+/YtHB0dkZaWhuDgYKXO4hJCyM+EAsoaoLx5/RRB3rx+sqLa5PJr3LixUgPKy5cvg8ViYcCAARJfV1FRgbm5OSIiIuTKSDBr1iyZrmexWLCwsChxpjo6OhrOzs7Q1tbGvXv30Lx583KPjRBCqhuqlFMDlCevn6LIk9dPVvHx8fDx8UFcXBwA+WqT+/j4ID4+XtFD/Ckou1qOn58fevToUepMoIWFhdLTW/2IYRiYm5tLfO3GjRuws7ODsbExBZOEECIBBZQ1QHny+ilSefL6yYpqkyuOMgPKzMxM3Lhxo8wT17q6ujAzM6uwU9MsFgtmZmYStzv8888/cHZ2ho2NDW7dugVDQ8MKGRMhhPxMKKCsAWTN66doyj7sQrXJFUsUUCpjhvDatWvIy8uTKoWPnZ0dtLS0lB5UslgsaGlpwc7Orthr7u7uGDduHMaMGYPLly/LVYWHEEKqMwooawBRXr/KIEtev/KoqNrkNWn529jYGHl5eVKlhpKVn58fzM3N0axZszKv1dDQgKOjY4VUdnJ0dCyyZ1YoFGLhwoVYvHgxVqxYgSNHjkBNTU2p4yCEkJ8ZBZQ1gJGRUaXuoVTWCe/CtcmVSVSbvKTUS9VN4eTmipSfn48rV64Uq91dGhMTEzg4OCh0HD/q3bs3TExMxI/5fD7GjRsHT09P7Nq1Cxs3bqSE5YQQUgY65V0DlBXQ3blzB7m5uUhPTwcAPHnyRPx19+7doampiS9fviAqKgrA/wcaN27cAADUrl0bnTp1Knf/5UW1yZWjcEDZsWNHhbUbEhKC9PR0qZa7C7O0tATwfaaYYRiFBHeiDAC9e/dGhw4dxM9nZGRg6NChuHv3Ls6ePYvhw4fL3RchhNQEFFDWAGXl9QsJCcHXr1/Fj2NjY8V1vzt27CgOKAMCAorcJ3rcrFmzEgNKFosFPT09RbyNIuStTb548eIS2zY1NcX06dOLPFeTapMbGRlBVVVV4TOU/v7+aNy4sThAlIWlpSWys7MRGBgIHR0duYJK0Z5JR0fHIjOTHz9+hJOTE+Lj4xEYGIiePXuWuw9CCKlpKKCsAcrK67dq1aoy22jRogW2bdsmU79CoRBBQUHYvn07Zs2ahWnTppWaKkYW8tYmHzNmTLHn3r9/j9DQULRs2VLiPTWlNrkykpuLam0PHTq0XMEgwzD43//+h48fP8Ld3R1Pnz6V+PdfGtH17du3L5Zn9Pnz5+jfvz8KCgpw584dmavrEEJITUcBZQ1hYWGB8PDwCu2TzWbjzz//hLe3N9avX49169Zh3LhxmDt3LiwsLMrdriJqk0uaUX39+jVYLFaJM2g1qTa5olMHRUVF4f379zLtnyzMx8cHt27dQmBgIPr27QtbW1twuVzExMSUWglJ9JjD4cDCwgLm5ubFZpjv37+PAQMGoH79+ggICEDjxo3L9yYJIaQGo4CyhhDl9YuLi6uQhNEsFgvt27dH165d0bVrV2zatAne3t7Ys2cPDh8+DDs7O8ybNw+DBg2SOThTRG3yHxUUFCA2NhbNmjWDvr5+iddVdm3yiqLogNLPzw/6+vro0aOHzPfyeDwsXrwYEyZMQN++fQF8/3m2tbWFtbV1sVrtAoEAKioqUtVqv3z5MkaNGoXOnTvD398ftWvXlvu9EkJITUQBZQ1iZ2eHN2/eKP0gi6S8fgYGBli+fDkWLVoEPz8/7Ny5E8OGDUPTpk0xe/ZsTJkyReoPc2WUcnz69ClycnKkOoRSGbXJK5qxsbH4EJYi+Pv7Y8CAAeVKvTNv3jyoqKjA3d292GsqKirioFFW3t7emD59OoYMGYKTJ0+Cw+HI3AYhhJDvKG1QDVKZef1E1NTUMGLECISGhiIyMhL29vZYvXo1jI2NMWPGDDx58qTM9kW1yRUpKioKqqqqJZbeE6no2uSVxdjYGImJiQr5WXn9+jViY2PLtdx95coVnDlzBp6engrbf8swDNauXYupU6dixowZOHv2LAWThBAiJwooa5jKyOtXkk6dOuHIkSNISEjA8uXL4e/vj3bt2qFv3764fPlyibkzFV2bPDc3F0+fPkXr1q2hqalZ6rUVWZu8MhkbGyM3NxdfvnyRuy1/f39oaGigf//+Mt2XmZmJmTNnon///hg7dqzc4wC+b22YPn06/vzzT2zYsAG7d++u9vthCSGkIlBAWQNZWlqKg0pFJWwWtfNjXj9pGBkZ4X//+x/evXuHkydPIiMjA4MGDULLli3h6ekpzokpouja5FwuFwUFBVLnXKyI2uSVTZHJzf39/dGnTx+ZyxauWrUKX758wb59+xTyc5qdnQ0XFxccPnwYPj4+WLlyJSUsJ4QQBaGAsoaytLSEi4uLQmoli/ZMuri4yBxMFqauro6xY8fiwYMHCAsLg5WVFZYsWQJjY2PMmTMHL168AKD42uTR0dHgcDho27atVNfXhBkt0UlneQPKlJQU3LlzR+bl7rCwMOzevRvr16+Xara7LJ8/f0afPn1w48YNXL58Ga6urnK3SQgh5P9RQFmDmZiYwM3NTZxzT9bAUnR9+/bt4ebmppAPfpGuXbvin3/+wbt377BgwQKcOXMGrVq1grOzM758+aKwPZQZGRl49eoVzM3NpQpUlV2bvKqoX78+VFRU5A4or1y5AoZhMHDgQKnvycvLw9SpU9GxY0fMnTtXrv6B7/Xeu3fvjpcvX+LWrVtwcnKSu01CCCFFUUBZw2loaKBfv36YOnUqrKysihxO+DFoK/yYw+HAysoKU6dORb9+/SQewFGEhg0bYt26dUhISMCRI0eQnJyMAwcOKGzZ+dGjR2AYRurqLcqsTV6VqKiooEGDBnIHlH5+frCxsZHpe/b333/j6dOn8Pb2lns2OiYmBjY2NsjLy8O9e/dgZWUlV3uEEEIko7RBBIDi8vopC4fDwcSJEzFhwgQEBgYiLi6uxGulqU0uEhUVBV1dXTRv3lzqsdSEgBKQPxdldnY2rl+/jrVr10p9z4sXL7B+/XosWrRIru0TwPfa30OHDkWLFi3w33//1Zi/N0IIqQwUUJIi5MnrVxFYLBb69OmDV69eyVWbHAA+ffqE9+/fo2fPnlIvoXM4HIWlr6nqRKmDyiswMBA5OTlS758UCoWYNm0aGjVqhDVr1pS7XwA4ffo0JkyYAHt7e/j6+kJHR0eu9gghhJSOAkry01FEbXIAMDQ0lLk+uYWFRY04lAN8DyhFgXh5+Pn5oW3btjA1NZXq+sOHDyMkJAQ3btyAlpZWufv18PDAwoULMX78eBw6dAjq6urlbosQQoh0aA8l+SlZWFhUSAnJwoRCIc6dO4fU1NQK7beyiJa8y/N9LigowOXLl6WenUxOTsaSJUvg6uqK3r17y9wf8P3vZ/HixVi4cCGWLl2Ko0ePUjBJCCEVhAJK8lMS1SavqDyCLBYLLBYLR44cQYsWLbB9+3bk5eVVSN+VpXHjxsjKyiqWB1Qad+/exZcvXzB48GCprp87dy7U1NRknjEWycvLw2+//Ybt27djx44d2LJli8KrKRFCCCkZ/YtLflp2dnYKyaNZFlGezTlz5uDly5cYM2YMlixZgnbt2sHPz6/CZ0orijzJzf38/NCwYUN07ty5zGsvX76Mc+fOYceOHahbt67MfWVkZODXX3/F+fPncfr0aYWkGiKEECIbCijJT6syapMbGhrCy8sLMTExaNasGYYOHQoHBwc8evRIqWOoDOUNKBmGgZ+fHwYPHlzmLGFGRgZmzZoFJycnjB49WuYxJicnw87ODuHh4bh27RpGjhwpcxuEEELkRwEl+alVVm3y9u3bIyAgAP/++y+Sk5PRsWNHTJ48GR8/flTqWCpSgwYNwGKxZA4ouVwu4uPjpVruXrVqFb5+/QovLy+ZZ5pfvHgBa2trfPr0CaGhobC3t5fpfkIIIYpDASX56SmjNrlIabXJWSwWnJ2dweVysXPnTvj5+cHU1BQbNmxATk6OQsdRGdTU1FC/fn2ZUwf5+/tDV1cXvXr1KvW6+/fvY8+ePfjrr7/QtGlTmfp48OCBOKfo/fv3YW5uLtP9hBBCFIsCSlItKLI2uVAoRGZmJmxtbaVKrq2mpobff/8dr169wrRp0/Dnn3+idevWOHXq1E+/v7I8yc39/Pzg7Oxc6glrUXnFzp07Y86cOTK1/++//8LBwQEtW7bEnTt30KRJE5nuJ4QQongUUJJqQ1G1yVNTU7F582bY2NhgwoQJePjwoVT3165dG9u3b8eTJ09gaWmJsWPHwsbGBmFhYbK9kSpE1oDy3bt3iI6OLjNd0JYtW/Ds2TMcPHhQpryehw8fxuDBg9GvXz/cuHEDderUkfpeQgghykMBJalWFFGbfMuWLeJZs5s3b6Jz587o3r07zp49i/z8/DLHYGpqCj8/P9y8eRM5OTmwtrbG2LFjkZCQoKB3WXEaN24sU0B56dIlqKmpwcnJqcRrnj17hr/++gtLliyBhYWFVO0yDIO//voLkydPxtSpU3H+/PkiJTQJIYRULhbzs6/JEVIKgUBQrtrkfD4fHTp0gJ6eHpYsWYLdu3cjODgYjRo1wqxZszBt2jSpSjAKBAL4+Phg9erVSE9Px6JFi7B8+XLUqlVLmW9bYf7++2/89ddfUuei7N27N9TU1BAQECDxdaFQCHt7e3z8+BFcLleqoFAgEOD333/Hvn37sH79eqxatarC8o8SQgiREkMIkSg0NJQBwOzatYthGIaJiYlhJk+ezHA4HEZDQ4OZNGkS8+jRI6naysjIYFasWMFoaGgw9evXZw4fPswIBAJlDl8h/vnnHwYAk56eXua1nz9/ZlRUVBgvL68Sr9m/fz8DgLl586ZU/WdnZzNDhgxhVFRUGG9vb6nHTQghpGJRQElIKaZPn87UqlWLSUhIED+XkpLCbNq0iTE2NmYAMHZ2dsyFCxeYgoKCMtt7+/YtM2rUKAYAY2lpyQQHBytz+HK7ffs2A4B58uRJmdceO3aMAcAkJSVJfP3Dhw+Mnp4e4+bmJlXfnz9/Zrp3785oamoyly9flmnchBBCKhbtoSSkFFu2bIGOjg5mzZolPrFtYGCA5cuX482bNzh79iwKCgowbNgwNG/eHH///Te+fv1aYnsmJiY4ffo07t69CzU1Ndjb22PYsGF49epVRb0lmYiSm0uTOsjf3x9WVlZo2LChxNfnzJkDDQ0NqcorJiQkwNbWFs+ePUNQUBAGDBgg28AJIYRUKAooCSmFnp4e9uzZgytXruDcuXNFXlNTU8OIESNw584dREZGwt7eHqtXr4axsTFmzJiBJ0+elNiujY0N7t+/jxMnTiAiIgJt27bF4sWLkZaWpuR3JBtRcFjWwZycnBwEBASUeLrb398fvr6+2LlzZ5kns2NjY2FtbY2cnBzcvXsX3bp1K9fYCSGEVBwKKAkpw9ChQzF06FDMmTMHX758kXhNp06dcOTIESQkJGD58uXw9/dHu3bt0LdvX1y+fBlCobDYPWw2G+PGjcPz58/xv//9D15eXjA1NcXevXtRUFCg7LclFVG5ybICyps3byIrK0tiQJmRkYHZs2fj119/LbM0YnBwMGxtbWFoaIh79+6hVatW8gyfEEJIBaFT3qQYSSejCwoKoKqqWurJ6Orsw4cPaNOmDYYPH45Dhw6VeX1eXh7Onz+PHTt2IDw8HM2bN8fvv/8ONzc36OnpldjHqlWrcPToUbRp0wbu7u5wdHRU9FuRWefOndGxY0ccOHCgxGumTJmC0NBQPHv2rNgJ7NmzZ+PYsWN4/PhxqUnIz507h/Hjx6NHjx64cOECdHV1FfYeCCGEKBcFlEQsIyMDMTEx4HK5yM3NBfB9Fq3w7FrhxxwOB+bm5rCwsKgRH/779+/HjBkzEBQUVGZZwcIePHiAHTt24Ny5c+BwOHB1dcWcOXPQsmVLiddHRUVhwYIFuH37NhwdHeHu7o62bdsq6m3IbMiQIcjLy8N///0n8XWBQICGDRti4sSJ2Lp1a5HX7t27B1tbW3h6emLu3Lkl9rFz507Mnz8fY8aMgY+PT6lVdgghhFQ9FFAS8Pl8hISEIDY2FiwWS6ZygaLrzczMYGdnBw0NDSWOtHKVJ4diYR8+fICXlxf279+PlJQUODk5Ye7cuejXr1+xpOsMw+DixYtYsmQJ3r17h+nTp2Pt2rVS5b5UtN9//x23b98Gl8uV+Prdu3dha2uLu3fvwsbGRvw8n89Hx44doaOjg7t370qczRYKhVixYgW2bt2KRYsWYevWrcW+F4QQQqo++pe7houPj4ePjw/i4uIAQOba06Lr4+Li4OPjg/j4eEUPscpgs9k4cOAAEhISsG7dOpnvb9iwIdavX4+EhAQcOXIEycnJcHJyQtu2bbFnzx58+/ZNfC2LxcKwYcPw5MkTbN68GSdOnECLFi3g7u6OvLw8Rb6tMpVVftHPzw9GRkbo2rVrkee3bNmCFy9elFheMS8vTzyruX37dmzbto2CSUII+UnRv941WHR0NHx9fZGdnS1zIPkjhmGQnZ0NX19fREdHK2iEVU/r1q2xevVq/P3334iJiSlXGxwOBxMnTsTDhw8RGhoKMzMzzJs3D40aNcLChQvx5s0b8bUaGhpYvHgxXr16hbFjx2Lp0qVo27YtLl68KPffmbSMjY3x9etXZGVlFXuNYRj4+flh0KBBRYLGp0+fYsOGDVi6dCnMzMyK3ZeZmYmBAwfizJkzOHXqFBYsWKDU90AIIUS5aMm7hoqOjkZQUJDS2ndwcIClpaXS2q9MeXl56NixIzQ1NREWFqaQg0kJCQnw8vLCgQMH8PXrVwwcOBDz5s1Dr169ihxyefz4MRYuXIjAwEDY29tj+/btSv8+BwcHo1evXnj27FmxU9dPnjxBu3btcOXKFfz6668Avi9j9+zZE58+fQKXyy1STx0AeDwenJ2d8fLlS/j5+cHBwUGp4yeEEKJ8NENZA8XHxys1mASAoKCgarv8ra6ujoMHD+Lhw4fYuXOnQtps0qQJNm3ahMTERBw4cABv3rxB7969YWZmhgMHDiA7OxsA0K5dOwQEBODff/9FcnIyOnXqhMmTJ+Pjx48KGUdhAoEAPB4PBQUFcHFxwe3bt3H+/Hn4+fnh+vXr4HK58Pf3h46ODnr37i2+78CBA7h79y4OHDhQLJh8+fIlbGxs8PHjR4SGhlIwSQgh1QTNUNYwfD4fPj4+ClnmLg2LxYKWlhbc3Nyq7UGdOXPm4PDhw3j8+DFMTEwU2jbDMAgODsaOHTtw6dIl6OvrY+rUqZg9e7Y49U5+fj7279+PNWvWgM/nY8WKFVi4cKHMh4V+JOm0v0AgKDITW/i0f0FBAWxsbGBhYYHMzEy0bdsWI0aMgLe3d5F2IyIi4OzsjLp16yIgIEDh3zNCCCGVhwLKGiYwMBBxcXEVsv+OxWKhffv26Nevn9L7qgyi4Kldu3a4evVqsfyLivL27Vvs2bMH3t7eyMzMxNChQzFv3jzY2tqCxWLh69evWL9+PXbv3o0GDRpg8+bNGD16tMzjUcRp/+TkZJw5cwYxMTGoXbu2+PWrV69i+PDhMDc3x5UrV1C3bl2ZxkYIIaRqo4CyBklPTy82awR8378XGRmJ169f48uXL9DW1kaTJk3g5OSEevXqFbkuIiICCQkJ+PjxI4RCoVR1madOnVpt81RevnwZgwYNwokTJzBu3Dil9vXt2zccP34cO3fuxLNnz9ChQwfMnTsXY8aMAYfDwcuXL7FkyRL4+/ujW7du8PDwkLpsYXx8PAICAuSeuRYKhVBVVcXQoUPFM5BHjhzBlClT4OzsjNOnT0NLS6vc7RNCCKmaaA9lDcLlciXOWt26dQuxsbEwNTXFkCFD0K1bN7x9+xYeHh5F9uY9ffoU4eHhYLFYUs8wsVisEvMXVgcDBw7EyJEjMX/+fKSmpiq1r1q1amHmzJl4/Pgxrl27hoYNG2LSpElo3LgxVq9eDS0tLfj5+SEoKAg5OTmwtrbG2LFjkZCQUGq7ijztz2azwTCM+LT/xo0b4ebmhkmTJuHChQsUTBJCSDVFM5Q1hEAggJeXF/h8frHX4uPjYWxsDFVVVfFzKSkpcHd3h7m5OcaOHQvg+xIvh8OBmpoaLly4gHv37kk1Q8nhcDBjxoxqW6YxOTkZbdq0waBBg3D06NEK7fvly5fYtWsXfHx8kJubi+HDh2PevHno3Lkzjh49ilWrViE9PR2LFi3C8uXLUatWrSL3K/u0/4ULF9C3b1+sWbNGaVsCCCGEVD6aoawhUlNTJQaTAGBiYlIkmASAevXqwcjICDweT/ycjo4O1NTUZO47NzdX6bN3lal+/frYtm0bjh07huvXr1do36ampti5cyeSkpLg7u6OyMhIWFtbw8bGBhoaGuI0Q9u2bYOpqSkOHz4MgUAAoGJO+w8bNgyurq4UTBJCSDVHAWUNUTgwlAbDMPj27Ru0tbUrpf+fzaRJk9CrVy9Mnz5dYgJwZdPV1cXcuXPx/PlzXLlyBfr6+vjtt9/Qvn17qKur486dO7C3t8fkyZPRuXNn3Lx5EwEBAUoP9FgsFgICAkr8ZYYQQkj1QAFlDcHj8WQqaxcVFYX09HR06NBB7r7ZbHa1DyhZLBb279+PDx8+4M8//6y0cbDZbPz6668IDAzE48ePMWTIEGzduhXdu3eHmpoaDh06BA0NDezbtw/fvn1T+ml/UQWlkJAQpfZDCCGkclFAWUNkZWWJ8waW5dOnT7h48SKaNm2Kzp07y923UCislFm7imZqaoo1a9Zg+/btiIqKquzhoG3btvDy8sL79++xceNGhIaGYvLkyahVqxa6du0q9exkQUEBrly5gnXr1mH58uXYsWMHXrx4IfU4GIZBbGwsMjIyyvtWCCGEVHF0KKeGOH/+PN69e1fmdRkZGdizZw8EAgHmzJkDPT09idfJcigH+L6H8/nz56hVqxZq1aoFHR0d8deF/5T0/I97PKuq/Px8dO7cGSoqKggPD69S4xYIBLh8+TICAgLQvHlzqWesT5w4AS6Xix49eqBevXqIiIhAYmIiZs6ciV9++UWqNlgsFqysrGBrayvPWyCEEFJFVZ1PO6JU0gQ2OTk58Pb2Rk5ODmbNmlViMCkrhmHAZrPFh3O+ffuGb9++ITMzU/x1WTQ0NGQOQkt7Xltbu1wHjMqipqaGgwcPwtraGh4eHliyZInC+ygvFRUVDBw4EO/fv5d6T2NCQgIePXqEAQMGwN7eHgDQqVMnbNu2DVeuXMGcOXOkaodhGMTExMDa2rranvYnhJCajALKGkJbW7tIubwf5efn4/Dhw0hJScH06dNRv359hfWtoqICe3t7bNiwQeLrQqEQOTk5EgPNwn9Kej4+Pl7i82VNvmtoaMgVmEp6TU1NDVZWVpg7dy7WrFmDYcOGoXnz5gr7XsqrtNP+knC5XLDZ7CIJ0kXv8erVq0hLS4O+vr5UbYl+oTAyMpJ12IQQQqo4CihrCCMjoxITjAuFQpw4cQLv3r2Dm5ubwmssC4XCUoMINpsNbW1taGtrKyzYEB0GkSUwLfxaQkKCxOfLClLV1dVRq1YtaGtro6CgAB07dkTnzp3FgWd5ZlMVOZMq6+GopKQkGBgYgMPhFHleVE88KSlJ6oBS1D8FlIQQUv1QQFlDlPYhfvnyZTx+/Bht27ZFdnY2Hj58WOT1Tp06AQC+fPkiPmzy/v17AMCNGzcAALVr1xZfJ2v/ysBisZQSpBaeSS1rNjUuLg7+/v749u0bNDU18f79e4nXl3VYShSklnfWtPDzCQkJpc5U/ygjI0Ni2UwdHR3x69KqCaf9CSGkpqKAsoYQzTLl5uYWey0pKQkA8OTJEzx58qTY64UDyoCAgCKviR43a9asxICSw+HAwMBArvFXBSwWC1paWtDS0oKhoaFU94wbNw4BAQG4fPmyxHsYhkFubq5Us6aSnn///r3E50sKGF1dXdGuXTuZTnhL2n8rmjXNz8+Xqh2g5pz2J4SQmogCyhpCRUUF5ubmiIiIKLZsO2vWLKnaaNGihdSnukWEQiHi4uIQGBiI/v37y5QLszrw8PBAQEAAFixYgJMnTxZ7ncViQVNTE5qamlIHqWURBamSAs1Xr14hJydH6rZUVVVRUFBQ7HlRICnrcryoSg8hhJDqhQLKGsTCwgLh4eEV2iebzcbTp0+xb98+tGnTBgsXLsT48eOL7cmrrgwNDeHh4YGJEydi/PjxcHJyUlpffD4fPB4PPB4PycnJ4j+FH3fo0AEmJiZSz1Dq6uoiPT292POZmZni12VBJ7wJIaR6ooCyBtHV1YWZmRni4uKUXiEF+D771r59eyxcuBB3796Fu7s7pk2bhpUrV2L27NmYNWsW6tWrp/RxVLbffvsNJ06cwIwZM/D48WPUqlVL6nsLCgqQkpJSLDD88TGPx8PXr1+L3MtisVCvXj3Ur18f9evXR7NmzWBkZCRTucWGDRvi9evXyM3NLfJLQEJCAgCgUaNGUrclOnxFCCGk+qmRic0FAgFSU1PFszlZWVnivWKiQxxGRkYwMDCodjMqfD4fPj4+yM7OVmpQKdpv6ObmBg0NDfHzr169gqenJ3x8fCAQCDBhwgQsWLAAbdq0UdpYqoI3b96gffv2mD59Otzd3fHly5cSA8PCQWNqamqxv6c6derAyMhIHCiW9LWBgUGx/Y9cLhfXr1+Xetzv3r3Drl27iuShLCgowLZt26ClpYW5c+fK9H3o27cvzM3NZbqHEEJI1VejAsqMjAzExMSAy+WKD6f8eOK18GMOhwNzc3NYWFjIvLRXlcXHx8PX11fp/bi4uJSYgujLly/Yv38/du3ahY8fP8LZ2RkLFy6Eg4ODTDNoVQXDMMjIyCh1BjEmJgZJSUlQUVEptpdQR0enSDBYUqBoaGhYJECXFY/Hw4kTJ2S659ixY4iLi0PPnj1hYGCAyMhIJCQkYPr06TLn2Bw+fDiaNm0q0z2EEEKqvhoRUPL5fISEhCA2NhYsFkummTnR9WZmZrCzs5Prw7wqiY6ORlBQkNLa7927Nzp06FDmdXl5eTh9+jTc3d3B5XLRoUMHLFy4EKNGjYK6urrSxietrKysUmcQCz/+MWE4h8MpFgxeuXIFLBYLnp6eMDY2Fs+GV9RSsEAggJeXl0zJzfPz8xEQEICoqCjk5OSgQYMGcHR0RKtWrWTqOzs7G1u3boWzszOGDx8OZ2dnWgInhJBqotoHlPHx8QgICJB7iVe0hOvo6KjwxN+VRRRUyhpkl0TUjrTBZGEMwyAoKAjbt2/Hf//9h4YNG2LOnDmYNm0a6tSpI/fYCpN0eKWkQPHHspCqqqriALGkpWbRY11d3WKzrVFRUbCyssL69euxYsUKhb6vsnz9+hUHDx5EVFQUOnXqVKEn7lksFlq0aIEnT57g3LlziIqKgpaWFpydnTFixAg4OzvLtLeUEEJI1VKtA0plBUwODg6wtLRUwAgrX1UMuJ88eQIPDw8cP34cKioqmDRpEubPn1/q8mpJh1ckBYplHV4pLVCsXbu23IHYkiVLsGvXLnC5XLRs2VKutqTx7Nkz7Ny5E0ePHoVAIICrqytMTU2V3u+PpkyZIq4P//r1a5w/fx7nzp3Dw4cPoampCScnJ4wYMQIDBgyg4JIQQn4y1TagVPaSbnUKKqvqloDk5GRs374d3t7eSEtLQ6dOndC1a1dwOBx8+vSpSJCYkpJSbNy1a9cuc09iSYdXlCk7OxtmZmZo0qSJ+BceRWMYBtevX4enpyeuXr0KIyMjzJo1CzNmzIChoSECAwMr7LQ/wzB48OAB3r9/Dw8PjyJ1wQHg7du34uAyIiICHA4HTk5OGD58OAYOHCiuykMIIaTqqpYBZVU4dPIzysjIAJfLRUxMjNSHliwsLGBubi71oaUfD6+Utifx06dPEpNqa2howMTEBO3atUODBg0kBo3yHl5RtuvXr6Nfv37w9vbG5MmTFdZuTk4OTpw4AU9PTzx58gSWlpaYP38+Ro0aVeT7wefzcejQIWRnZyv1EJRo5rpFixZYvHgxYmJiMHbsWGzevBmNGzcudn18fLw4uAwPD4eGhgYcHR0xYsQIDBw4sFodjiOEkOqk2gWUlZ0WpzqQlFZJIBBARUWlxLRKpR1e+TFoLOvwSklf16tXD6GhoXB3d0dQUBCaNm2KefPmYfLkyT9loDFx4kRcunQJT58+Rf369eVqKykpCXv37sX+/fvx5csXDBkyBPPnz0ePHj0kBowvX77EjBkz4OzsLFe/0hD94iUQCHDkyBGsWrUKGRkZWLJkCZYuXVriwZx3797B19cX586dQ1hYGNTV1dG/f3+MGDECgwYNEi+fE0IIqXzVLqCsyKU8UeLufv36Kb2vysDn84ssLZcWKJZ0eEWaVDiSDq+U5dGjR9i+fTtOnToFLS0tTJ06FXPnzkWTJk0U+S1Qqs+fP6NNmzawt7fH2bNny9VGREQEPD09cfbsWWhqamLKlCn4/fff0axZsxLvuXnzJkaMGAFDQ0Ps3LkTsbGx5X0LZZJ0QCsjIwObNm2Ch4cH6tati02bNmH8+PGl7k1NTEwUB5f37t2Duro6+vXrh+HDh2Pw4MHQ19dX2nsghBBStmoVUKanp8Pb27vY83w+H8HBwUhISEBCQgJycnIwatQodOnSRXyNUCjEw4cPERsbi6SkJGRnZ6NOnTqwtLSEnZ1dqTWLp06d+tPMkIkOr5RVdSU5ObnUwytlBYp16tSpkFPESUlJ2L17N/bt24fMzEyMGDECixYtQufOnZXetyL8888/GDduHC5duoSBAwdKdU9BQQEuXrwIT09P3Lt3D82aNcO8efPg6upa5s/h3r17MXfuXPTp0wenT5+Gvr6+wg+vCYVCsNnsMk/7v337FsuWLcO5c+fQuXNneHp6onv37mW2//79e3FweffuXaipqaFv374YMWIEBg8ejNq1a8v9HgghhMimWgWUoaGhiIiIKPah+OXLF2zcuBH6+vqoW7cuXr9+XSyg5PP5WLVqFZo2bYo2bdqgVq1aePfuHSIjI9GsWTPMmDFD4iwai8WClZUVbG1tlf7+SiIUCsWVV8o64VzW4ZXSTjhX9OEVWXz79g1HjhyBh4cH3rx5gx49emDRokUYMGBAla52xDAMnJ2dERcXh8ePH5caEH79+hWHDh3Crl27kJCQAHt7e8yfP1+q95ifn4958+bBy8sL8+bNw7Zt24r8XcbHx8Pf3x95eXly/yKQkZEBDQ0NrFy5UqrrQ0NDsWDBAjx8+BAjR47Eli1bpN6bnJSUhAsXLuDcuXO4c+cOVFRU0KdPH4wYMQJDhgxReMopQgghklWbgLK0hM0FBQXIzs6Grq4uEhMTsWPHjmIBZUFBAd6/f1/sgywwMBCBgYGYNm1aiSleOBwOZsyYodDApbTDKz8GipIOr9SqVUuqE85V/fCKrAQCAS5dugR3d3fcvXsXLVq0wIIFCzBx4sQqm0T73bt3aNeuHVxdXbF79+5ir7948QI7d+7EkSNHkJ+fj7Fjx2LevHlS5/r88uULRowYgdu3b2Pv3r2YOnVqsWvy8/PRpUsX9OjRAyYmJjLPVjIMAxaLBTMzM4SGhmLTpk24e/cuunbtKtX9QqEQx48fx4oVK/DlyxcsXLgQK1askOmE94cPH3DhwgWcP38et2/fhoqKCnr37i0OLuvWrSt1WxWtJpeDJYRUD9UmoJS2pFxJAWVJPn78CHd3dwwZMqTUWcjx48fDyMiozPakPbzC4/HEJ61FNDQ0SgwSCz+uyMorVdmDBw+wfft2nD9/Hvr6+pgxYwZ+//13NGjQoLKHVoynpycWLlyIu3fvwtraGgzD4ObNm/D09MS///4LQ0NDcdofaX7ORJ4+fYpBgwbh69ev8PX1hZ2dncTrPDw8sHjxYjx8+BDNmjUr9bQ/wzBgs9nigLOgoAAxMTHYu3cv9PX1kZ+fD1tbW3z+/BnR0dEyBYXfvn3D1q1b8ffff0NPTw8bNmyAq6urzEFUcnKyeOby9u3bYLFYcHBwwIgRIzB06FAYGBjI1J6yUDlYQkh1UW0CSi6Xi+vXr5d5nawB5YsXL3DgwAGMGzeu1LyTnTp1gra2dpmpcKQ5vFJSoFiewyvk+3Luzp074e3tjdzcXIwdOxYLFy6Eubl5ZQ9NTCAQwNraGt++fcPcuXOxe/duPH78GBYWFliwYAFGjx4t80xyQEAARo0ahcaNG+Py5cv45ZdfJF7H4/HQsmVLjBs3Dnv37i0yph9nzb59+4abN2+iR48e6Ny5M4yMjPDs2TPY29sjKCgIvXr1AgC8evUKHTp0wMiRI3H48GGZvx8JCQlYsWIF/vnnH3To0AEeHh6wt7eXuR3R+7t48SLOnTuH4OBgsFgs9OrVC8OHD8ewYcNQr169crUrj6qa+5UQQsqr2gSU169fR1xcXJHf7CWRNaDcv38/EhMTsWrVKmhqakq8RiAQIDw8XJz7sqTDK5K+rqjDK+T/D23t2LEDiYmJ6NOnDxYtWoT+/ftXeqD+4cMHrFmzRnyoTJT2p2fPnjKPjWEY7NixA4sWLYKzszNOnjxZ6myWm5sbLl++jBcvXpS55zA7Oxva2to4ceIExo0bJ+6vVatW6Nq1K44fPy6+1sfHB5MmTcLZs2cxYsQImd6DyP3797FgwQI8ePAAQ4cOxd9//11qxaSyfPr0CRcvXsT58+dx69YtMAwDe3t7jBgxAsOGDYOhoWG525ZWVaxORQgh8qo2AaWfnx9ev35d5nWyBJQ3b97E1atXMWzYMNjY2JR6rY6ODqysrGBkZIR69epV2cMr5Pt+QV9fX7i7uyMyMhJt27bFwoULMW7cOHA4nAodS2RkJDw9PXHmzBloamqidevWePToEWJiYtCmTRuZ28vLy8Ps2bPh7e2NJUuWYNOmTaUuF9+/fx82NjbYt28fpk+fLlUf2tra2LBhA+bPny9+bvPmzVi7di2Sk5PF+SEZhsHIkSNx48YNcLlciYnMpSEUCnH69GksW7YMnz59wrx587Bq1Sq581CmpKTAz88P586dQ1BQEBiGQc+ePcXBpby5QSWhcrCEkOqq2kyNSaqoIo9Hjx4hICAAVlZWZQaTAFC3bl106NABDRo0oGCyilNTU8Po0aMRHh6O27dvw9TUFFOnTkXTpk2xbt06pKSkKLX/goIC+Pr6wtbWFl26dMG9e/fw999/4/379wgJCUHTpk0xbdq0Mmfbf5SSkoI+ffrg2LFjOHLkCLZu3VpqMCkQCDBnzhx07NgRU6ZMkbofAwMDpKamFnluwoQJyMvLw6lTp8TPsVgs7N+/H9ra2pgwYQIEAoFM70eEzWZj7NixeP78OVavXo09e/bA1NQU+/fvl+v/+3r16mHq1KkIDAxEcnIy9u/fDw0NDcybNw8NGzaEvb09du/ejY8fP5a7j8IKl4NV1O/xonaCgoIQHR2tkDYJIaQ8qk1Aqcgg7sWLFzh16hRat24NFxcXqe6hk5c/HxaLhR49esDPzw/Pnz/H8OHDsXnzZjRp0gTTp0/Hs2fPFNpfWloa3N3d0aJFCwwfPhyqqqq4ePEiXr58ifnz50NXVxeampo4cOAA7ty5gwMHDkjddlxcHKysrPD8+XPcunULEydOLPOew4cP4+HDh9i1a5dMP7/16tUrFlA2bNgQzs7OxfZL1qlTB8ePH0dISAjc3d2l7kMSLS0t/O9//8OLFy/g5OSEGTNmoGPHjrhx44Zc7QLfg+QpU6YgICAAycnJ8Pb2hqamJhYsWIBGjRqhZ8+e2LVrFz58+FCu9uPj48XBpLIEBQUhPj5eqX0QQkhJqk1Aqa2trZC9iO/evcORI0fQuHFjTJgwQaoPWlGqml9//RWLFy+Gt7c37t69i8+fP8s9HlIxTE1NsWfPHiQmJuJ///sfLl26hDZt2mDAgAHivXbl9fLlS8yZMwfGxsZYuXIl7O3tERUVheDgYAwZMqTYz1ivXr0wefJkLFu2DElJSWW2f/nyZVhbW0NPTw/h4eFSzah/+fIFK1aswIQJE6S6vjBJM5QAMGnSJERERBSrvNOrVy8sWbIEq1evRlRUlEx9SdKoUSMcPXoU4eHh0NXVRd++fTFo0CC8ePFC7raB76sNkyZNwtWrV/Hp0yccPnwYOjo6WLRoEYyNjWFra4sdO3bg/fv3UrXH5/MREBCg9H26LBYLAQEBElOnEUKIslWbPZSKOOXN4/GwZ88e6OjoYPbs2dDS0pK6//T0dERHR+Pp06d4+/ateLmyXr16aN26Ndq0aSP+b5s2bdC4cWM6jKNAis7jx+fzcfr0abi7uyM2NhaWlpZYuHAhRo4cCXV19TLvZxgGQUFB4rQ/BgYG4rQ/0uzN+/r1K9q0aQMbGxtcuHChxD7+/vtvLF++HEOGDMGxY8dQq1atMtsGgN9//x3Hjh3DixcvZN4rOH78eCQmJiIkJKTI8/n5+TA2NsbYsWPh4eFR5LW8vDxYW1sjKysLUVFRMv2/VRqGYXDu3DksXboUSUlJ+P333/HHH38opVrO169fcenSJZw/fx6BgYHIy8uDjY0NRowYARcXlxL3iFI5WEJITVBtAsqy8lDeuXMHubm5SE9Px/3792FmZoZGjRoBALp37w4Wi4Vt27YhPT0dTk5OxTb8161bt9STlIXzUObm5uLly5d4+vQpnj17Jv7v8+fPkZOTA+D78l2rVq2KBZumpqaUBkQGys7jJ8oH6e7ujoCAADRq1Ahz5szBtGnTJAYtOTk5+Oeff+Dp6Ym4uDiYm5uL0/7IeuDn7NmzGDVqFHx9fTFs2LAir+Xm5mL69Ok4duwYVq9ejbVr10r9C0pMTAw6duyIv//+GwsXLpRpTAAwf/58XL9+HY8fPy722uLFi3HkyBEkJSUV+zl+9uwZOnbsiIkTJ8LLy0vmfkuTm5sLDw8PbNy4Eerq6li7di2mT59easlUeaSnp+PSpUs4d+4crl27hry8PHTr1g0jRozA8OHDxTXl5SkHK3Lnzh3cu3cPnz9/hra2Njp06ID+/fuX+u/Ez1QOlhBSPVSbgFIgEGDfvn3FkoGLbNiwoVhtahFRibiNGzeW2H7nzp0xevRoia9JWylHKBQiISGhWKD59OlT8RIim81Gs2bNisxmir7W19cvtf2apDLy+D1+/BgeHh44fvw41NTUMGnSJMyfPx/NmjXDx48f4eXlBS8vL3z+/BkDBw7E/PnzYW9vX+6lToZhMHjwYERGRuLJkyfiv//k5GQMGzYMUVFR8PHxwZgxY2Rq087ODqmpqYiJiSlXwLVhwwbs3LkTPB6v2GtPnjxBu3btcO7cOQwfPrzY6/v378eMGTPg7++PQYMGydx3WZKTk7F69WocPnwYrVu3xvbt2+Ho6KjwfgpLT0/HlStXcO7cOfGSc9euXTFixAi0atUKL168KFc5WAC4cuUKgoODYW5ujhYtWuDTp0+4d+8eWrRogWnTpkkcT1UoB0sIqXmqTUAJlFzLW5kU9Y93ampqsSDz2bNniI+PF78fIyOjIgGm6L/GxsaVnkexIlV2Hj8ej4e9e/di7969+PLlC4yNjZGUlARNTU1MmjQJc+bMQYsWLco9rsISExPRtm1bjBs3Dvv27cOjR48waNAgFBQUwM/PD1ZWVjK1988//2DcuHG4fv06+vTpU64x7d+/H7Nnzy6x7re1tTX09fVx9erVYq8xDIMhQ4bg3r174HK5SqtaFB0djQULFiAkJASOjo5wd3dH27ZtldJXYRkZGbhy5QrOnz+Pa9euYfny5RKX96UpB5uRkYG//voLlpaWRX5puHPnDvz8/ODm5oZ27dpJHIcyysESQkhpqlV+GwsLC4SHh1donwzDKKTiioGBAWxtbYsFptnZ2cWWz+/evQsfHx/x5nttbW20bt26WKDZokULqfb7/UwUmcePYRhkZ2fD19dXpjx+BgYGsLCwQMuWLXHv3j18+PABAoEAbdq0ga2trUKTTDdu3BibNm0SH+rZtGkT2rRpA39/f9SvX1+8Z1SafaOZmZlYsmQJXFxcyh1Mit6/QCBAWlqaxETokydPxrRp05CYmFhsXyGLxYK3tzfMzc3h6uqKq1evKmUvsaWlJW7dugU/Pz8sXrwY5ubmmDlzJv7880+l1vTW1dXF2LFjMXbsWLx58wYXL16UeJ2qqmqZS9Lv3r2DUCgsVrPd0tISfn5+ePToUYkBZW5uLlJTU2Uq00kIIfKoVgGlrq4uzMzMKnwDvDL3KmlpacHCwgIWFhZFnhcIBIiPjy82q/nff/+Jl/ZVVFTQvHnzYrOarVu3ljspdGVQdh4/AKUGlenp6Th06BB27dqF+Ph49OzZExcuXMCAAQMQGBgId3d3jBw5EiYmJpg3bx4mT54sUx3rksyYMQNbt27F//73P7i4uGDPnj148eIF/Pz8St03yuVyAfz/vlHRz4a86XtEdbBTU1MlBpQjR47EvHnzcPToUaxevbrY6/Xq1cORI0fg6OiIXbt2Yd68eXKNpyQsFgtDhw6Fs7Mzdu3ahfXr1+PEiRNYs2YNZs2apfRftn4ssyorUY7NH7cliB6Xdcqcx+NRQEkIqTDV7pixnZ0dtLS0KiRFh5aWFuzs7JTaT0lEwaKkVEU8Hg8hISHYs2cPnJ2dkZubi1OnTsHV1RXdunWDvr4+GjZsiN69e2P27NnYvXs3bty4gaSkpArdLiCLyszj9+rVK8ydOxfGxsZYvnw5evbsiYcPHyIkJARDhw6Fmpoafv31VwQFBeHhw4ewtbXFkiVLYGxsjCVLliAxMbHcY8rJycFvv/2GxMREaGtro2PHjjhx4gQiIiKK7Bf+MQl64ce5ubkIDw9HnTp18Mcff8hdAUZU+1pS6iDg+y92I0eOhI+PT4nJ2fv374/58+dj6dKl4sBXWTQ0NLB48WK8fPkSo0aNwqJFi9C+fXtcvnxZqT/vPB5PrtlX0ff5x5/Jt2/fAvi+JF4SNpstcY8rIYQoS7XaQykSHx8vrqutTC4uLj9VDd2srCw8f/682Kzmy5cvkZeXB+B7Cckfl85bt26N5s2bK+3EbFn4fD58fHzk3jNZFtEvCW5ublBXV0dwcDA8PDxw5coV1K1bFzNnzsTMmTOl2vf3/v177N69G/v378e3b98wcuRILFy4EJ06dZJ6PB8+fMDgwYPx+PFj7N+/H8nJyQAgV5CiiPrPnz59gpGRUakHa0JDQ9GzZ0/cunUL9vb2Eq/Jzc2FlZUVGIZBeHg4NDU1yzUeWcXGxmLhwoW4ceMG+vTpg+3bt8PMzEzh/SiiHKzo8NPgwYPRokUL8Hg8XLhwARkZGWAYBlu3bi2x3ebNm2PIkCHyvg1CCJFKtQwogaLLo8rQu3fvYnubflYFBQV4+/ZtsUDz6dOnSE9PB/B9z1eLFi0kLp8rYlm3NBWdx09NTQ3e3t7gcrkwMzPD/PnzMXbs2HLV+f727Rt8fHzg6emJN2/ewM7ODgsXLsSAAQNKDQwjIiIwZMgQsNls7NmzBy9fvqwy9Z8LCgrE36PJkydLvIZhGLRq1Qpdu3bF8ePHS2wrLi4OnTt3xvTp07Fjxw6Zx1JeDMPg33//xaJFi/Dq1StMnToV69atg6GhocL6OH/+PN69e1fmdaUFlOnp6Th+/Lh4lpLNZqNnz554/fo1UlJS8Ndff5XYromJidSVvgghRF7VNqAEFHuAA/j/D+LqFEyWhmEY8Hg8iWmOCu/fMjY2ljirWb9+fbm3HpSUx0+S5ORkBAYG4v3798jMzISamhqMjIxgb29f4uEFSYRCIcLDwzFz5kz06tVLIdsnBAIB/P394e7ujnv37sHU1BQLFizAxIkTi50CPnPmDFxdXWFhYYEtW7YgMjJS7v5LUt6gsk6dOli2bBmWLVtW4jWbN2/G2rVrkZycXOqe3V27dmHu3Ln477//4OTkJPNY5JGXl4e9e/di7dq1EAqFWL16NebOnStVKqlv377h48ePSE5OxsePH4v8SU5ORuvWrdG4ceMyf35KCyhFUlJSkJmZCQMDA+jq6mLdunXQ09Mrdf8pzVASQipStQ4ogcpPMVNdZWZmlrh8LjpMoKenJ7FK0C+//CJ17XVZUkE9ffoUd+7cQdOmTaGrq4v8/HxwuVy8ffsWw4cPR7du3aTqU9l5/MLCwrB9+3b4+vpCX18fM2fOxO+//w5DQ0P8+eefWL9+PcaNG4c//vgDly9fVsoYCivP1o1WrVph0KBB+Pvvv0u85sOHD2jcuDH27NmDGTNmlHgdwzBwdnZGdHQ0uFyuQmcJpfX582f8+eef2Lt3Lxo3boz58+ejbdu2xYLFwo9/PHTD4XDQoEEDNGjQAPXr10f79u2ho6OjkICysOTkZGzbtg0ODg5wdnaWeA2bzUb79u3Rt29f6b8JhBAih2ofUAKVkwS7psrPz8ebN28kzmpmZmYCANTV1WFqalos2GzVqhW0tbXFbQkEAnh5eclVm1goFMLT0xP5+fmlzqb9qCLy+MXHx2PHjh3w9vZGXl4e6tevj4SEBGzatAnz58/HkSNHKnTfqCw/2927d0fLli3h4+NT6nUDBw4Ej8crM51XcnIyzMzM0K1bN1y6dEnhh+ry8/PB4/EkBoY/Phb9QiSir69fJFAUff3jc3p6ekXGrYhysD8SCoXw8fHBq1evsHTp0lJLTPbt21chKc0IIUQa1SptUEk0NDTQr18/dOvWDVwuFzExMVKX6bOwsIC5uTmVMZOSmpoaWrVqhVatWhV5nmEYfPz4sVigefjwYXz48EF8XZMmTYqUoZQnmAS+/33q6emVmWLlRxWRx8/ExAQeHh6YPHky+vfvLz4NHhQUBENDQ6UHk8D/5+IMCQmRqf6zgYFBiae8C5s0aRKGDRuG2NjYUg++1K9fH4cPH8agQYOwb98+zJw5U6pxZGVllRgYFn4uNTW1yPeSzWbD0NBQHBSKZvNEj+Pj47F37168fv0aw4YNw4YNG2Q+HV/Wz07hcrDA9ypDoq+7d+8OTU1N+Pn5oaCgAA0bNoRAIEB0dDQSExMxevToMuuVU8ogQkhFqhEzlD8SCARITU0tkhBaIBBARUVFYkJoolzp6el4/vx5sWCzTp06GDZsmMyzVXw+HwUFBcjJycGTJ09w5coVWFhYYNy4cTK1UxEzPPfv38fQoUPB4XDg6+uLFy9eYN++fRg4cKDU71uWutClkaX+8+TJk/H48WOEhYWVel1+fj6MjY0xduxYeHh4lNnurFmzcPjwYdy6dQs6OjplBoqiWW8RDQ0NibOHPz5naGhY5v/b+fn5OHDgAP744w/k5eVh5cqVWLBggdSHs+QtB1unTh1EREQgNDQUqampYLFYaNKkCXr37l1mJSaqlEMIqWg1MqAkP4dr167h8ePHMs/SnT9/XhzosFgsmJmZYfjw4RJL4JWkIvagHT9+HFOmTIGVlRV8fX3FewdDQ0NlqvgkbV3o0si6b3T58uU4f/48Xr16Vea1ixcvxpEjR/Du3TukpaWVOqP44cMHibPJenp6UgWK+vr6Cl8u//r1K9avX49du3ahUaNG2Lp1K0aMGCFVPz9zOVhCCJFFjVjyJj+nnJyccn0Q9+zZE+bm5sjIyEBMTAyEQiEEAoFMbQiFQmRlZcnctzQEAgFWrVqFLVu2wM3NDV5eXuL9iwKBADExMTK1p6uriz/++KNIXWhZMQyDmJgYWFtbSzWrVXjJOzs7W+Lsoejrt2/f4vPnz9DR0Sny98lisSQuO+fn54urDomWmisqR6UktWvXxvbt2zFjxgwsXrwYo0aNws6dO+Hp6YnOnTuXeu/PXA6WEEJkQQElqbJ+PBwhLUNDQ/FsX+fOnXHgwAEcPnwYc+fOlWn2KjAwEAsXLoS+vn6xP3p6eqU+r6urKzHPZGZmJsaNG4d///0X7u7uWLBgQZExpaamyrxvVJq60NIovG+UYRh8/fq1xEAxOjoa6enp0NXVlbjsXHgGsU+fPsjOzoa+vj42b94sfr5evXolnvavV68elixZgkmTJuGXX36R+70pQsuWLXHp0iXcuHEDCxYsQJcuXTBhwgRs3LgRjRo1knhPdSwHSwghklBASaosaVMLlcXc3Bznz59HSkqKTClpfvnlF4waNQppaWlIS0tDeno6nj17Jn6clpaGnJwcifeyWCzo6uoWCTTV1dURGRmJ7OxsjBo1CiwWCz4+PkUC0pL21FUEhmEwf/583Lt3D8nJyeLqSSJ6enriQNHIyAjPnz/H/Pnz0bJlyyJLz5KWnTt06IAZM2bAwsICxsbGZY5l4cKFuHr1KiZOnAgul4u6desq9L3Ko0+fPoiOjsahQ4ewevVqnD9/HsuWLcPixYslbquws7PDmzdvKuzEfmWVgyWE1Gy0h5JUWdevX0dcXFyJ9aClFRoaCn9/f8ydOxdNmjSR6h5p91Dm5eUhPT29SJBZOAAVff3ixQsEBweDzWajSZMmyMnJQVpaWrFchi4uLrCysir3YQpZcxoWJhQKkZaWBgDF9inWr1+/SLD04MEDcdYEacoWZmRkoEGDBli5ciVWrVol1XiSkpJgZmYGBwcHnDt3TuF7IxUhPT0dGzZsgKenJ4yMjLB582aMGTOm2Ow0lYMlhFR3NENJqiwjIyNwuVypr8/MzCxWBlIgECAyMlJcNUdaQqFQquvV1dVRr1491KtXr8RrDh06hAMHDqB79+44f/58kdm2goICceCZnp6OqKgoceqYisZms9GlSxepqqsYGBgAgFSpg4DvS78jRozA4cOHsWLFCqnqkTdq1AgHDx7E8OHD4ePjg0mTJknVV0XS09PD1q1bMW3aNCxduhTjx4/Hrl274OnpWSSRvomJCRwcHJReDpaCSUJIZSn7X3VCKomsefR8fX2xb98+BAYG4sGDB7hx4wbc3d2RlJQER0dHmZPSb9myBaGhoeVephQIBFi4cCGmTJmCSZMmITAwsNjSraqqKurWrYvmzZujY8eO0NfXL1dfiiLt4SVZA0rge6qhN2/e4Pbt21Lf4+LigsmTJ2Pu3Ll4+fKl1PdVtBYtWuDChQu4desW+Hw+rK2tMXbsWCQkJIivsbS0hIODAwAobLZV1E5NKQdLCKm6KKAkVZaBgYHUOf+A7ydqWSwW7t+/D19fX4SEhEBPTw9ubm4y7yvLycnB6dOn0bNnT+jo6GDIkCEyBZfp6ekYMGAAdu7ciV27dsHLywtqampl3qeofaPlJe1Su66uLlRVVZGSkiJ127a2tjA1NcWhQ4dkGpOnpycaNGiAcePGIT8/X6Z7K5q9vT0iIyPh7e2NoKAgtGrVCn/88Yd4a4OlpSVcXFygpaUld1Ap2jPp4uJCwSQhpNLRHkpSpVVGHj8A4oM0YWFhCAgIwNOnTyEUCqGtrY2+fftiwYIF6NGjh8Sg4NWrVxg4cCCSk5Nx9uxZmXJZyrtvVJ49lLLm3mzQoAFmzpyJP/74Q+o+Nm/ejLVr1yI5ORl6enpS3xcREQEbGxssW7YMf/31l9T3VabMzExs2rQJ27dvR506dbBp0yb89ttvYLPZVA6WEFLt0AwlqdIsLCwqPJgEgLS0NCQmJqJBgwZwc3ODh4cHli1bBgMDA/j5+cHOzg46OjoYNmwYbt++LQ4Ag4KCYGVlBaFQiAcPHsicGN3IyEjuQ0jlJe2+UZF69erJtOQNABMmTEBeXh5OnTol031dunTB2rVrsXHjRpmWzCuTjo4ONm7ciGfPnqFHjx5wdXWFlZUV7ty5Iy4HO3XqVFhZWRWZif9xf2nhx3w+H1ZWVpg6dSr69etHwSQhpMqgGUpS5QUGBlZYHr/SiGaGGjZsiGvXrsHPz098gEZLSwstW7YEl8uFg4MDzp49W2at5R8xDIP//vsPz549k3lshetC379/H2ZmZuLciKK60NIYP3681EGlg4MD6tevj3/++UemsQ4cOBA8Hk/mhN8CgQC9evXCu3fvEBMTU+n7TWV1584dLFiwAJGRkRgxYgS2bNkizrEpTTnYp0+fYuzYsYiNjUXbtm0r+d0QQkhRFFCSKo/P58PHx0fpefykJdq71r9/f3z+/Bnbtm3DhQsXxPv7tLS04OjoiNmzZ8POzq7MfYlJSUk4cuQIfHx88PbtW6xbt06mvaOAdHWhyyJr/eeRI0fi69evuH79ukxjvXjxIoYNGyZ1yqHC3r17BwsLCzg5OeGff/6pkqmESiMUCnHixAmsWLECnz9/xsKFC7FixYpi2Qkk4fP5MDQ0xPz587F27doKGC0hhEiPAkryU6ioPH7SEs1WduvWDWvWrEFwcDAWLVqE+Ph4/Pvvv+KyjaLgcubMmbC3txcfusnLy8OVK1dw6NAhBAQEQENDAyNGjMDkyZPBYrF+ivrPs2bNwv379xEdHS1TX3l5eTA2Nsa4cePg4eEh61Bx+vRpjBkzBsePH8f48eNlvr8qyMrKwtatW7F161bo6elhw4YNcHV1LTOYd3V1RVhYGJ4+ffrTBdOEkOqN9lCSn4Ioj19VIQr2wsLCwGazcePGDWzZsgVnzpxBRkYGgoODMWzYMDAMgwsXLqBv377Q1dVFv379MHz4cDRq1AguLi5ITU3F3r178fHjRxw9ehQ9e/aslH2j5an/XJ49lMD33J0TJkzA8ePHi1Xjkcbo0aMxfvx4zJo1C2/fvpX5/qpAW1sba9euxfPnz9G7d29MmTIFnTt3RnBwcKn3jRo1Cs+fP5e53jshhCgbBZTkp6GMPH6K0L9//yIJpdlsNuzs7ODr64uMjAz4+fmhQ4cOyM3NxfXr1+Hr64u0tDT06dMHa9euhZubW5ETz6L6zxX1HoVCIeLj4/Hp0yeZ7jMwMEBqamq5gt9Jkybh8+fPuHTpksz3AsDu3btRt25djB8/vtw136uCJk2a4OTJk7h//z40NDTQq1cvDBs2DK9fv5Z4fZ8+fVCnTh2cPn26gkdKCCGlo4CS/FQUmcdPUVgsFgICAsDn88XPMQyDu3fvYtq0aRg3bhxiYmLQp08fLFu2DE5OTuJZTScnJ+jr62P48OH4999/xTN2dnZ2FfYe1dXVERgYCHNzc3h4eMiU3Dw3N1e8vC+Ltm3bolu3bjh8+LDM9wLfK9ScOHECYWFh2LhxY7naqEq6deuG+/fv4+TJk4iMjESbNm2wZMmSYlWT1NTUMHz4cJw5c6ZK7CcmhBAR2kNJfkry5PFTBhaLhfbt28Pc3BzHjh3D4cOH8fz5c5iYmGDSpEmYOHFikTriubm5uHr1Kvbv34+bN2+KZ9k4HA6cnZ3h6uqKVq1a4fLly0ofe25uLubNm4dVq1Zh165d4kCvdevWEq8XnUi+desWzp8/j2HDhkFdXR2qqqriE8lGRkYwMDAodU/gwYMHMWPGDLx79w7GxsblGvuaNWuwYcMGhIaGwtraulxtVDXZ2dlwd3fH5s2boa2tjXXr1mHKlCni/bdBQUHo3bs3wsLC0LVr10oeLSGEfEcBJfmpZWRkgMvlIiYmBrm5uQC+LznLksvx9OnTiIyMLPH1//3vf1Il4WYYBps3b8a3b98wbNgwTJ48Gb169SqzbnVWVhauXLmCgwcPIjg4WDxDqKGhgcmTJ6NZs2ZSvxdZ5efnY8WKFZgyZQr27t2LBw8eYPLkyXj37h3+/PNPLF68WBzIZGRkICYmBlwuV/y9FqW2ESn8vedwODA3N4eFhQV0dXWL9Z2RkYEGDRpg5cqVWLVqVbnGX1BQgB49eoDH4+HRo0cS+/lZJSUlYdWqVTh69Cjat2+P7du3o2/fvhAIBGjUqBHGjh2L7du3V/YwCSEEAAWUpJr4MY9fQkIC0tLSpLo3Pj4enz9/Lvb8+fPnUadOHSxZskSqdoRCIdTU1DBhwgSp0vRIkpGRgUuXLsHb2xuhoaEQCoWwsbERH/BRxBK4aEZXVP/52LFjmDx5Mvr27YuzZ89CRUUFa9asgbu7OywtLXHgwAGkpqYqpaqLq6srQkND8fLlyzID75K8fv0aHTp0gIuLC44cOVKuNqqyyMhILFiwAHfu3MGAAQOwbds27N69GxcvXkRCQkK5v2+EEKJIFFCSakcgEMDLy6vInkZZvX37Fnv27IGTkxN69+4t9X2y5nIszdevX3Hx4kUcPnwYqampGDlyJHR0dOQKIIRCITgcDgYOHFjkINH169fh4uICU1NT/Pvvv6hfvz7Cw8OxatUq2NjYQEdHR65gVpS709HRsUi/oaGh6NmzJ27dugV7e/tyt3/06FG4urri9OnTGDVqVLnbqaoYhsH58+exZMkSJCUlYdiwYTh79ixu376NHj16VPbwCCGEAkpS/fB4PJw4cUKuNnx9fREWFoYVK1bIPNsoS7UZaaWkpOD8+fOIjY0VV1eRJbAUzRS+ePECcXFxCA0NLXZ/TEwMnJ2doa6ujqtXryInJwdBQUEKnxl1cHCApaUlgO+BUqtWrdC1a1ccP3683G0zDIPRo0cjMDAQXC4XjRs3lnu8VVFubi48PT3x119/IScnB927d8fNmzehpqZW2UMjhNRwtFZCqh0ejyfX/QKBADExMWjatGm5lq7l7V+SevXqYebMmdi7dy+GDBkCVVVV8QwswzAQCARFlqILB4scDkdc/3n8+PG4d++exNPVFhYWCAsLg7a2NubMmYOgoCAAikvRJBpfUFCQOBk6i8XCpEmTcP78+WInmmXBYrGwb98+1KpVC7/99pvUJ9V/NhwOB8uXL8erV6/Qtm1bhIaGwszMDFevXq3soRFCajgKKEm1w+Px5FoWfv78ObKzs9GxY0eZ72Wz2UoJKAszNTXFggULsGzZMvTp0wcA8OrVKzx+/BjPnz9HXFwc7t27h2fPnqF27doYM2YMbG1toaurix49emDChAlYvnw5vnz5Uqztxo0b4/Tp03B0dFTqewgKCkJ8fDwAYMKECcjLy8OpU6fkarN27do4fvw4bt++jW3btilglFVX/fr14ePjA+D74S1nZ2c4OTnhyZMnlTwyQkhNRQElqXaysrJkOuX9o+joaKioqMDCwkLme4VCYbnyMpaHaIyLFy/GgQMHsHr1apiYmCAsLAznz5+Hj48PJk+eDCMjIzg5OeHIkSP4+vUrtm7divz8fIknq/l8Pu7cuaP0/JeFc3c2bNgQTk5O5c5JWZi9vT2WLVuG1atX4+HDhwoYadXVqVMnNGvWDJ07d8bFixfx8uVLmJub4/fffy9XBSNCCJEHBZSk2pGncgqfz0dcXBxatmwJbW3tcrVRWcutzZs3x8qVK/H06VM8efIEq1evRvPmzVFQUIAbN27Azc0N9erVw8SJE+Hs7Ix9+/YVS5cUEhKC7Oxspef1ZBgG2dnZCAkJAQBMnjwZERERiI2NlbvttWvXwsLCAmPHjq2w4L4ysFgsjB49GhcvXoSzszMeP36MzZs34/jx4zA1NYWHh0e5SlsSQkh50KEcUu34+fmVWLquLA8fPsSpU6cwbtw48cERWTVu3BgjR44s172KxjAMYmNjcfr0aZw8eRIJCQlQU1NDQUEBGIaBrq4utmzZAhcXF6irq8Pb27tYG3w+H8HBwUhISEBCQgJycnIwatQodOnSpch1YWFhiIqKwqdPn5CTkwNdXV00b94c/fr1K3Uv6tSpU8HhcGBsbIxx48Zh27ZtRVJAZWVloaCgQKbE6c+fP0fHjh0xfvx47N+/X75vYhXG5XJhYWGBK1eu4NdffwUAfPr0CWvWrMGBAwfQvHlzuLu7Y8CAAVWmshQhpHqigJJUO9evX0dcXFy5lr0PHjyI+Ph4rFmzBurq6jLfLxAIEB4ejtDQULRr1w7t2rVD+/btxV/Xrl1b5jYVhWEYPHz4EKdPn8apU6fw4cMH8WtsNhvTpk1DixYtit335csXbNy4Efr6+qhbty5ev34tMaD09fVFfn4+6tevDy0tLXz58gUPHjyAUCjEwoULJSaHZ7FYsLKygq2tLZYtW4ZXr16hV69e4gNHPyaplyVx+sGDBzFt2jRcvHgRQ4YMKdf3rKpjGAbt2rVD586dcezYsSKvxcbGYuHChbhx4wZ69+6N7du3w9zcvJJGSgip7iigJNUOl8vF9evXZb7v27dvWLduHSwtLTFmzJhy91+nTh0kJCQgLi4Ojx8/xosXL8TL4A0bNiwWZLZt27bCK7wIhUKEhYVh8uTJePbsGdhsNv78809oaWkVu7agoADZ2dnQ1dVFYmIiduzYITGglOT9+/fw9PSEs7MzHBwcJF6joaEBU1NT8S8B5UmHJClxOsMwGDZsGEJDQ8HlctGwYUOp2/2ZrF27Fu7u7uDxeNDU1CzyGsMw+Pfff7Fo0SK8evUKU6ZMwfr162FoaFhJoyWEVFe0h5JUO+XNAfno0SMIhcJyne4uzNnZGWvWrMG5c+fw5MkTZGVlgcvl4tSpU3Bzc4O2tjYuX76MqVOnwtraGnp6emjatCmcnZ2xdOlSHD16FA8fPkR2drZc4ygNm82GjY0NgoODoaOjg1GjRkkMJgFAVVW13AGvaEY2JyenxGtE+1ZF45KF6PfhuLg4+Pj4iE+OA9+DzYMHD0JdXR2urq5yHdSqykaNGoXMzEyJqYNYLBYGDBiA2NhYbN++HWfPnoWpqSn+/vtvuRL/E0LIjyigJNWOgYEBOByOzPdFR0ejVq1aMDU1LXffHA4HBgYGRZ7T0NCAmZkZRo8ejb/++kt8IjcrKwtRUVE4duwYxowZAzabjXPnzsHV1RWdO3dGrVq10Lx5cwwePBgrV67EyZMni9QsVwQjIyNs2LABb9++VVibWVlZyMzMRGJiIs6cOQMAcn1PpSE65OPr6yvOcQl8/1k4evQorl+/jh07dih1DJWldevW6NChg/h7LYm6ujrmzZuHV69eYeLEiVixYgXatm2LCxcuKP0AFiGkZqAlb1IthYaGIiIiokI/LAvvB5THt2/f8OTJEzx+/BiPHz8WL52/f/8ewPdZPFNT02J7NFu2bFmuiikFBQWYNWsWTE1Ny5whlGbJe/ny5eKT9lpaWujXr5/c3xNZFa7GAwALFy7Enj17EB4eXq50UFXd5s2bsW7dOnz69Am1atUq8/qnT59i0aJFuHr1Kuzs7ODh4VHuQ2iEEAJQQEmqqYyMDBw8eLDC+506darS9kOmpaWJA01RkBkXFydOpK6mpoaWLVsW26PZvHlzqKqqltr2oUOH8PXr1zJPAksTUL569Qr5+fn49OkToqKiYGFhUeL+SWVycXER1w3Pzc1F165dUVBQgMjIyGJ7DX92b9++RbNmzXDq1CmMHj1a6vsCAgKwcOFCPHv2DG5ubvjrr7/QoEEDJY6UEFJdUUBJqq3AwEDExcVVyCwli8VC+/bt0a9fP6X39aPPnz8XCTJFX3/+/BnA9yX31q1bFwky27dvDxMTE/GM5Pnz5/Hu3bsy+5L1UE5qaiq2bduGAQMGVOgsJYvFgpaWFtzc3MQHdR4/fozOnTtjypQp2LVrV4WNpaJ07doVDRo0gJ+fn0z3FRQUYP/+/VizZg34fD5WrFiBBQsWVLugmxCiXBRQkmqLz+fDx8dH6Ym6JQUvlY1hGHz69KlYkPn48WNxzWwtLS20adMG7du3R/v27aXKUyhrQAlAHLzNmTOn/G+oHCQF+bt378acOXPw77//wtnZuULHo2weHh5Yvnw5Pn36JDFFU1m+fv2K9evXY9euXWjUqBG2bNmCkSNHUv5KQohUKKAk1Vp8fDx8fX2V3k/h5dWqjGEYJCUlFQsyf/nlF3Ts2LHEROEi5Qkot2/fjoKCAixdulTqcSYkJCAyMhKvX7/Gly9foK2tjSZNmsDJyQn16tWTuh2g6DYEhmEwYMAAREZGgsvlljsjQFWUlJSExo0bw8fHBxMnTix3Oy9evMCSJUtw6dIldO/eHR4eHlL/XRNCai465U2qNRMTE6Xv3+vdu/dPEUwC32ftjI2N0b9/fyxcuBCHDx/GgwcPsHz58jKDydIIBAKJaY4SEhKQnJyMxo0by9TerVu3EBsbC1NTUwwZMgTdunXD27dv4eHhgY8fP0rdDovFApfLLfL48OHDYBgGkyZNqlYnnBs1agRbW1ucPn1arnZatmwJf39/3LhxAxkZGbCyssKECROQlJSkoJESQqojmqEkNUJ0dDSCgoLEibDlJWqnd+/e6NChg/wDrGQ8Hg8nTpwo8fU7d+4gNzcX6enpuH//PszMzNCoUSMAQPfu3QEA69evR4cOHWBkZAR1dXV8/PgRERERUFNTw5w5c2SaWYyPj4exsXGRw0QpKSlwd3eHubk5xo4dK3VbHA4HM2bMKBIw//vvvxgwYAB2796N2bNnS91WVbd3717MmzcPHz9+LJa+qjwEAgEOHTqE1atXIysrC8uWLcPixYtLzFlKCKm5KKAkNUZ8fDwCAgLk3lMp2jPp6Oj408xMlkUgEGDfvn0l5rjcsGEDvn79KvG1lStXQldXF//++y9evXqFr1+/Ij8/H7q6ujA1NUWfPn1KreUtCw8PDwDAggULZLpv/PjxxZa3f//9dxw6dAgPHz5E27ZtFTK+ysbj8dCwYUN4eXlh2rRpCms3PT0dGzduhKenJwwNDbF582Zx7lRCCAEooCQ1DJ/PR0hICGJjY2WerSytzF91UBm5O2XBMAz++usvGBkZyRws9e3bt1gd65ycHHTq1Anq6up48OBBtfn77Nu3L4RCIW7evKnwtl+/fo2lS5fiwoUL6Nq1Kzw8PGBtba3wfgghPx/69ZLUKBoaGujXrx+mTp0KKyurIhV1fpxtKfyYw+HAysoKU6dORb9+/apN8FGYhYVFlQ0mASAqKgrp6ekybzFgs9niXJ2FaWpq4p9//sHTp0+xatUqBY2y8o0aNQrBwcFITk5WeNvNmzeHr68vgoODkZeXBxsbG4wdOxYJCQkK74sQ8nOhGUpSowkEAqSmpoLH44HH4yErKwsCgQAqKirQ1taGkZERjIyMYGBgINehlZ9FRebulMWnT5+wc+dOGBkZYfbs2TIvtTZv3hxDhgyR+Nr27duxaNEiXL9+HX369FHAaCvXly9fYGRkBA8PD/z+++9K60cgEODo0aNYtWoV0tLSsHjxYixbtkyqSj2EkOqHAkpCiFhF5e6URUZGBvbs2QOBQIA5c+aUK8eiiYkJXFxcJL4mFArRv39/PH78GLGxsahbt668Q650AwYMQFpaGu7cuaP0vjIzM7F582a4u7ujTp062LhxIyZMmED7KwmpYej/eEKImIaGBhwdHatMMJmTkwNvb2/k5ORgypQp5QomAZQ6u8xms3H06FHw+XxMnTq1yrx3eYwaNQp3795FYmKi0vvS0dHBhg0b8OzZM/Ts2RNubm6wsrJCaGio0vsmhFQdFFASQoqoiNyd0sjPz8fhw4eRkpKCSZMmoX79+uVqRygUIi4uDmfPnsWrV68gFAqLXdOwYUN4e3vj4sWLOHTokLxDr3SDBw+GhoYGzp49W2F9mpiY4PTp07hz5w7YbDZ69uyJESNG4O3btxU2BkJI5aElb0KIRIrO3SkLoVCIo0eP4unTp3Bzc0ObNm3K3RbDMLh58yYCAgIAALq6urC0tETHjh3Ff1q1agUVFRVMmzYNJ0+eRHR0NFq2bKmot1Mphg0bhsTERERERFR430KhECdPnsTy5cuRmpqKBQsWiNNLEUKqJwooCSElUmTuTlnu9/f3R2hoKNq2bQsLC4tir3fq1Emm/sePHw82m43o6GhERUWJ/7x+/RrA97rmFhYWMDMzg7+/P+rUqYPw8PCf+oDJ2bNnMWrUKLx69QrNmzevlDFkZWXh77//xtatW8VL425ubgo/4CbpcF1BQQFUVVVr5OE6QioDBZSEkFIVzt0pFAplOmwhCiTbt2+Ply9fgs/nS3Xf3r178ebNmxJf37Ztm9RjkFQpRyQtLQ2PHj0qEmQ+e/YMDMNARUUFHTp0QMeOHdGpUyd07NgRZmZmRVJNVWVZWVkwNDTEqlWrsHLlykodS2JiIlasWIGTJ0/CwsICHh4e6NWrl9ztZmRkICYmBlwuV5yUn81mF9nWUPgxh8OBubk5LCwsaLaUEAWjgJIQIpWMjAxs3LgRtWrVgqamJoCyP7wtLCxgbm4OXV3dSkmczmKxYGVlBVtbW6nv+fbtGxYvXoz9+/fD0dERHz58wOPHj8XppNq1a1dkudzCwqLKzmSOGTMGT548QUxMTGUPBQDw4MEDzJ8/H2FhYRgyZAj+/vtvtGjRQuZ2qEABIVUPBZSEEKl9+vQJbdq0wZgxYzBt2jSZcndmZGTg4MGDFT5mV1dXmVMBCQQCODg44O3bt4iJiYGmpiZiY2OLzGRyuVzk5eWBxWKhVatWRYJMS0tL6OvrK+cNycDf3x9DhgzB48ePq0x5SYZhcObMGSxduhTJycmYO3cuVq9eLfX3i0qokspE2ytKRgElIUQme/bswZw5c3D//n107dpVpnsrMnE6wzAIDw9HbGwstm/fDicnJ5nuT0hIgLm5Ofr374/Tp0+DxWIVeT03NxcRERGIi4sDj8dDZmYmsrKywOfzkZmZCT6fj7p16xYJNuvVq6fIt1gmPp8PQ0NDzJ8/H2vXrq3QvsuSk5MDd3d3bN68GZqamli3bh2mTp0KVVXVEu9R9EExUTsODg6wtLSUuz1SfdH2irJRQEkIkYlAIECXLl3AZrPx4MEDmX4Lr6jE6QzDoFatWujSpQuWLFmCW7duwcnJCdu3b0fr1q2lbufMmTMYPXo0jh49igkTJgCQ7oNFNAYWi4WcnBzcu3cPYWFh0NbWLjKT2bFjRzRs2LBYsKpIrq6uCAsLw9OnT5XaT3l9+PABq1atwpEjR9CuXTts374d/fr1K3adKJhUFgoqiSS0vUJ6FFASQmR2//592NjYwMvLCzNmzJDp3vj4ePj6+ippZP8vNDQUx44dg46ODvz8/LB48WIkJCRg1qxZWLNmDerUqSNVOxMnTsSFCxcQERGBhIQEuT5YcnJycPfuXURERODz588AACMjo2JBZtOmTRUW/F29ehXOzs6Ijo6WuQ56RXr48CHmz5+PO3fu4Ndff8W2bdvEwX9F/cy4uLjQ8jcRo+0VsqGAkhBSLpMmTYKfnx9evHgBAwMDme5V9mxTREQEzpw5gwYNGiA0NBTNmzcHn8+Hp6cn/vrrL6irq2PdunWYPn16qUuswPcZyYEDB6Jv377Q0tJSyAdL//79oaKiUmRPZlRUFD5+/AgAqF27drEgs0WLFuUqZ5ifn4/69etj2rRp2LRpU7nHXhEYhoGvry+WLFmC9+/fY9asWVixYgX8/PyUPqst+rtxc3Or9jNJpGy0vUJ2FFASQsrl06dPaNWqFYYPH16uwzaK/gdblNLI2toaVlZW+O2333D69GlwOBxcunQJffv2BQAkJydj1apV8PHxQdu2beHh4SF+rbRxypoyqSSlfbB8/PixWK7Md+/eAQBq1apVLCF769atywyIAWD69OkIDAzEmzdvquSy949yc3Ph6emJDRs2YPDgwRX2AcxisdC+fXuJS+5Esup4SIW2V5QPBZSEkHLbu3cvZs+ejfv376Nbt24y36/IJSUAOHbsGD59+oS9e/di8ODB2LhxI1avXg0Wi4Vt27ZhwYIF4mujoqIwf/58hIaGYuDAgdi2bVux6jhV4YPl8+fPxYLMly9fAvj/1EyFg8x27doVm2ELCgpC79698eDBA1hZWSnt/Sjaq1ev4OfnVyQITk5ORmBgIN6/f4/MzEyoqanByMgI9vb2aNeunfi6hIQE8TaFjx8/QigUSp2/dOrUqTXmIEV5VddDKrS9ovwooCSElJvogA6LxUJ4eHi5ZiAUuek9JSUFM2fOxJUrVzBixAjs2rULd+/exahRo1BQUIBx48bh8OHDUFdXB/B9ifX8+fNYsmQJPnz4gDlz5uB///sf9PX1q/QHS3p6OmJiYsQB5sOHD/Hs2TMIhUKoqamhffv24mTsoiCzRYsWGDt2LLZv366cN6IEknKXPn36FHfu3EHTpk2hq6uL/Px8cLlcvH37FsOHDxf/YnPt2jUEBQWhQYMG4PP5SElJkSqgLE/u0pqkOh9SqahDg9V1ewUFlIQQuYgO6OzduxczZ84sdzsZGRngcrmIiYmRasYjOzsbbdu2Rd++fYvMeIjyHM6ZMwcCgQCenp5o27Yt+vTpg/T0dHTs2BEBAQFFUvjk5ORg+/bt2LRpEzQ1NbF+/XrxIZqf5YMlKysLXC63yExmXFwcCgoKoKKiAj09PeTm5uKvv/5C586d0aFDB+jo6CjonSieQCCAl5eXVNWVhEIhPD09kZ+fj2XLlgEAMjMzweFwoKamhgsXLuDevXtSz1CWVl2pJqvuh1QqMq1ZddxeQQElIURukydPxsWLF/H8+XO5cy1K2pP1Y+L0unXromPHjvjtt99KDBJSU1Mxf/58nDx5Ev369cOaNWswYcIEvHnzBoaGhrh27VqxOuEfPnzAypUrkZWVBSsrK4XsmSyLMj9Y+Hw+4uLiEBUVhX///Rf+/v5QU1NDfn4+AKBly5bFErJLe/pd2Xg8Hk6cOCH19YcOHcL79++xZs2aYq/JGlAC3+u/GxkZSX19dVfdD6mkp6fD29u72PMJCQmIjIzE69ev8eXLF2hra6NJkyZwcnIq8d86gUAAd3d3fPr0CQMGDIC9vX2J/Van7RUUUBJC5JaSkoKWLVvCxcVF4j/KyjB37lycO3cOiYmJpR5M+e+//zBjxgx8+fIFa9aswX///Yfg4GCoq6vjn3/+gYuLS5HrS/pgKUlKSgquXbuGt2/fIjs7G/r6+rC0tIS9vb14aV0ayv5gEQqFaNq0KQYMGIBZs2YVmcmMjo5GVlYWAMDExKTYCfPKCKy4XC6uX79e4ut8Ph8FBQXIycnBkydPcOXKFVhYWGDcuHHFri1PQNm3b1+Ym5uXa+zVTVXYS6xsJZWGPXr0KOLj42FhYYEGDRogMzMTd+/eBZ/Px5w5c9CgQYNibYWEhODatWvIy8srNaCsbtsrlP/rNyGk2qtXrx42btyIQ4cOISwsrEL6nDBhApKTk3Hz5s1Sr3N2dsbjx4/h6uqKpUuXIjc3FyNHjkReXh6GDx+ONWvWFFlW53K5Up+ETktLw86dO/Hu3Tt0794dgwcPRtOmTREYGIiTJ09K/V5YLBa4XK7U15cHm83GqFGjcOHCBbRp0wYTJ07Ejh07EBoaivT0dDx79gz//PMPhg8fjrS0NGzbtg3Ozs6oX78+GjVqhIEDB2LNmjXw9/fH+/fvlb4syOPxSp0hvnz5MtasWYPNmzfj8uXLaN++PYYOHaqQvtlsNng8nkLa+tnFx8crNZgEvh8ai4+PV2ofpREIBIiJiZH4M21nZ4dVq1ZhyJAh6Nq1K/r06YNZs2ZBKBTi1q1bxa7PzMzE9evX0atXrzL7ZRgGMTExEAgECnkfla3sfBOEECKFadOmwdvbG7Nnzy73AR1ZdOrUCa1bt8bx48fRv3//Uq/V0dHB7t27MWrUKEyZMgVRUVFwdnbGf//9h3Xr1iEmJgYnT54Eh8Mp8YNFkocPHyInJwezZ89G/fr1AQDdunUDwzB4+PAhsrOzoaWlVWY7og8Wa2trpX7fRo8eDXd3dwQHB6NPnz7i51VUVNCqVSu0atUKY8aMEY/p7du3RWYy9+7di9TUVADff4n4cSbzl19+UVhaoqysrGLVhwrr2bMnzM3NxaeNhUKhwj6YhUIh0tLSkJGRAVVVVaiqqkJFRQVsNlvm9/czp9Xh8/kICAhQ2DJ3SVgsFgICAirtkEpqamqJe3Ul7fGsV68ejIyMJP7S8d9//4n/37h27VqZfefm5iI1NbVabK+ggJIQohAqKirYs2cPrK2tceDAAbkO6EiDxWJhwoQJWL9+PTIzM6U6YNKjRw/ExMRg3bp12Lp1K0xMTJCUlITLly/DysoKJ0+elOoQiIjo8NCPfevq6oLFYskUIFTEB0unTp3QrFkznDlzpkhAKQmLxUKzZs3QrFkzDB8+HMD3IDMpKalIkHns2DFxwnQ9Pb1iQaapqWm5AqWCgoJSXzc0NIShoSEAoHPnzjhw4AAOHz6MuXPnKiSoDQwMxMiRI4s9LwowRUFm4ceFn9PT00Pbtm3RsmVLaGhogGEYcTlOUYBW+HFBQQE+f/6MtLQ0CIXCEtuV5nl5rxU9J/qlSNmz0QzDIDs7GyEhIZVySEXW2WiGYfDt27di/6+K9lvOnj1bpp9BHo9HASUhhBTWrVs3TJ48GStXrsTw4cPlPqBTlnHjxmHVqlXw9fWFq6urVPdwOBxs3LgRI0eOxKRJk5CQkAAOh4Nnz55h0aJFcHZ2lrr/5s2b49atWzh79iz69esHbW1txMfH4/79+7C1tZV5tkXZHywsFgujR4+Gl5cX9uzZI9MeT9H9xsbGMDY2xqBBg8TP83i8IrkyL1y4AHd3dwCAtrY2OnToUCTIbNOmDdTU1ErtS5qE7YWZm5vj/PnzSElJEQea5cUwDAQCAWrXro1atWpBR0cH2tra0NbWhpaWFrS0tKCpqSn+o6GhAXV1dfF9oteB/8+RKgocRX58rKqqinr16sHQ0BBv3rxBVFQUcnNzUVBQUOSPQCAo8TnRYStFqF27NlauXFksMJL2kMrp06cRGRlZrN169eqJT+IXxjAMuFwujh49CqFQqLCgWJrnExISZJqFjYqKQnp6epGVEYZhcPHi/7V331FNpdvfwL+hRlCwgAiCvUtVmhUHELGCOrZRsTcsc0dn7GMbxza2sWIXu44KWBFERewgSBErCAhKAJEOISR5//DN+YEkIQFCc3/Wcl1JTs45Qe5ks59n7+0Fc3NztGrVCunp6TKdqy5tr6CAkhBSqTZu3IjLly9j6dKlOHLkiEKv1aJFC/Tr1w8nT56UOaAUMTc3x7Nnz7Bt2zasXr0aKioqaNSoEVNRLotOnTrB2dkZAQEBePnyJfO4g4MDBg4cKNf9VNUHy5gxY7Bhwwbcvn1bruBZGj09PTg7O8PZ2Zl5LD09HS9evGCCTD8/P+zZswdCoRDq6uowNTUtEWQaGxuDzWYzr9fU1CzVNkoaUTAlyhpXBIvFgqmpKVq1aoXU1FSkpaUhNTUVqampePv2LVJTU8UGbxYWFnB1dQWbzS5XllS0Z7Rdu3YwNTUtV1sdgUAgU/BZ1mOJiYnM9obi7t69K7ZIZceOHaWKVFRUVDBq1KgSry/+byxOw4YN8fr16wq/B3mC68mTJ6Nr164y/ZulpKTAy8sLLVu2hKWlJfN4cHAwkpOTMWnSJJmvC3z79xIVxNV2FFASQiqVrq4u/v77b7i7u2PGjBnlmqAjDzc3N0ydOhUfP36EkZGRXK9VUVHBkiVLMHz4cEydOhUNGjSQu1VQo0aN0KZNG5iYmEBTUxOvXr3CnTt30KBBA7mqN6vqg8XExASdO3fGuXPnKi2gFKdx48awt7eHvb0981h2djbCw8Px/PlzhIaG4uHDhzh06BCzxGtsbMwEmAYGBmKDSXHbG/h8PkJCQpipOZXB3t5eYpW3UChEdnZ2iWDz48ePzPJwRZfchUIhcnNzcenSJRgZGaFLly7Q1dVFkyZNyszcKikpQU1NTe7sc3GiHqDi2NnZYfz48SXuw8zMDNu2bcPdu3fxyy+/lLiX7t27y3xdFouFLl26YNeuXZWyn1S0r1YUYH758gWfP38Gh8PB58+fERcXh7i4OOjq6sr0b5aVlYUjR46AzWbDzc2N+W9FQUEBbt68iX79+qFhw4Zy3ycV5RBCiASiAh13d3cEBwcrtNhg5MiRcHd3x+nTp7F06dJynaNDhw64f/8+/v33X5kzYsC3dioXL17EkiVLmA8SExMTCAQCXL9+HRYWFtDU1JT5fFXxwcJisTBmzBhs27YNBQUFZWaMKpMoyC4eaOfl5SEyMpLJZAYHB8PT0xPNmjXDb7/9Vuocly5dQkFBAdq0aQNtbW1kZ2cjNDQUKSkpGDp0KLPNID09HaGhoQCAxMREAMDt27cBfPsloKxAR1pgymKxoKWlBS0tLbRt2xZhYWF48+YN81xl+vjxI/799188evQIwLd719HRga6ubqn/FfeYpqam3PdUmUUqAoEAhYWFMv+cybOXmMfjlSh4SklJAYfDwadPnxAXF4ekpCSkpKQgPT0dOTk5Ev+/PXnyZDRt2lTq9yk/Px+HDx9Gfn4+3N3doa2tzTx37949FBUVwczMjFnqzszMZF6Xnp4OLS0tib8M1LRirPKigJIQUumUlZWxb98+2Nra4sCBA3B3d1fYtRo0aIDhw4fjxIkTWLJkSbk/0JWUlNC6dWvExMTI/JpHjx6hefPmpbISXbt2RUhICJKSkkrNB5emqj5YxowZgzVr1uDmzZuV1mqnvDQ0NNCqVStERUUhOTkZb968AZ/PB5vNBo/HK7XX0szMDM+ePcPjx4+Rm5sLdXV1GBoaYvDgwSVmeaenp8PX17fEa0Vft2nTRmpAyWazoaOjI9P9V0VbnREjRmDevHnIz88vkRVNS0tDZGQk83V2dnap16qrq8scfOro6KBJkyaVVqTC4/GwYsUK8Hg81KtXDxYWFhg8eHCZe4ujoqLw4cOHEkFiSkoKkpOT8enTJ3z69AlpaWli36+4vZCqqqrMe27evDlatmyJdu3aoV27djAyMkJSUhJiY2MlBpw8Hg9Hjx5FamoqZs2axXR0EMnIyEB+fr7YPqcBAQEICAjAb7/9hubNm5d6XklJSa5fOmsyCigJIQphY2ODadOmYcWKFRg1apRCC3Tc3Nxw5swZPH/+vMS+JnnJu28vJyeHKb4oTpRplCfbWZUfLJ06dYK5uTnOnTtXbQHlmzdv4OPjAx8fHzx+/BgsFgs9e/bEX3/9BRcXF7Rv315ss2kLCwuZmmC3a9dOrkbmIiwWC2ZmZjIF91XZViczM7PMtjpcLrdEsCnufz9//oyIiAikpaUhLS2tVFacxWJh3LhxMn8PAPFFKlpaWujXrx+aN28OoVCIN2/e4NGjR/j06RPmzJkj8dyi5fZLly4xj6mqqjKV8N//f6phw4Zo1qwZDA0N0apVK7Rs2RKGhoZo3rw580fUdUESNTU1vH//XuxzAoEAp06dQnx8PKZMmSI2Q9u7d28YGxuXeCwnJwcXL16EpaUljI2NJU6gEggEdaLCG6CAkhCiQFVVoOPg4IBmzZrh5MmTFQoo9fT05GowrqOjwxRpFA+YX7x4ARaLJXaKhiRV/cEyZswY/PXXX8jNza2SQFYgEODJkydMEPnmzRvUq1cPTk5OOHLkCIYMGVLqlw5RNrIqCYVCmSfkBAYG1qi2Ourq6kwQJQtRv83vg86vX7/KnOmXVKTy/f5cCwsL6Orq4ubNm4iIiJD4S4GSkhIaNGgAVVVV6Ovrw8jIiOksUDxINDQ0hL6+foX2iopI+//d1atX8fLlS3Tp0gV5eXl4/vx5iee7d+/O3F9xoqXvZs2alQo25bl+bUIBJSFEYUQTdObMmYPp06ejR48eCrmOiooKxo8fjxMnTmDr1q1ltqSRRN7/sPfr1w9v3rzB3r170atXL2hoaODVq1d4/fo1bGxsSuyzUsT1K2LMmDFYtmwZrl69irFjxyrkGvn5+bh9+zZ8fHxw9epVpKSkQFdXF0OHDsWWLVvg6OgotfG7lpYWTExMEBUVpfCgDfi/ueqyjMDMzMxEZGRkqcdlbavz+++/Szx3+/btMWvWrBKPCYVCREZGwtbWttJGdCopKaFx48Zo3Lhxia0ZFy9eRHx8fJmvl1SkIknfvn3h6+uLd+/eSQwoWSwWnJyccPTo0UrfjyqJjo4O2Gy22A4BSUlJAIDo6GhER0eXel6eoiNx5NleUdPRLG9CiELx+XzY2NgwlbiK2icYHh4Oc3NzXL16FUOGDCnXOfh8Pjw8PORqPZOQkAA/Pz8kJSUhLy8PjRs3hqWlJfr16yfXe2Wz2Zg9e3aVbtC3sbGBgYEBvLy8Ku2caWlpuH79Onx8fHDr1i3k5eWhffv2cHFxgYuLi9zTgLhcLo4dO6bwTKBAIIBQKESzZs1gaWmJjh07Sr3Pis5+/j7TBXwrHgoKCsLgwYPFju6rqtnP3t7eZe4lzs/Px/79+5GRkQF3d/dS+wolWb16NVq3bi21zVfbtm3h6uoqxx1XnKR/T0Wqa7O8KUNJCFEo0QQdW1tbeHh4YO7cuQq5jpmZGUxNTXHixIlyB5TKysowNTWV64OlRYsWmD59ermuJyLPvr3KNHbsWCxduhSZmZlyZ1OLi4mJYZayHzx4AKFQCBsbG/z5559wcXFBp06dyp1tUldXh7Ozc4k9dYqgpKSEq1evIjAwEMC3YiEzM7MSvTK7dOkCNTW1Mmc/y9JWR1xmKyYmBiwWS2L2rjJGdAqFQmRlZSEpKQlJSUlITEws9feuXbvCxMRE4jXKKlKRpKCgAHl5eahfv77EY6qrSKWmb6+oDSigJIQonI2NDaZPn46VK1di1KhRFZ5kIombmxtWrFiBjIyMcvWDA6rvgyUzMxMRERFVOtd59OjRWLRoEby9veVqyCwQCBASEsIEkS9fvoS6ujocHR3h4eGBoUOHyhxkyKJVq1awt7dXaDW1g4MDFi1ahIyMjBIN2e/cuYN9+/ZBKBRCTU0NJiYm6NGjh8SG4/K21REpKipCZGQk2rRpI/VnV1pbHT6fj5SUFLFBYvGvv+93qqOjw+xRtLKyQsuWLSX+/MlSpMLj8ZhK/eJu374NoVCIjh07Snx/1VWkUpO3V9QWtORNCKkSaWlp6NChA1xdXXH06FGFXOPz588wNDSEh4cHZsyYUe7zeHt74/3791W2hwtAiepyNpsNU1NTmJmZKfwDp2/fvqhfvz5u3Lgh9Tgul4u7d+/Cx8cHV65cwadPn9C4cWMMGTIELi4ucHJykpp5qgxnz57Fp0+fKqV5OPB/LWYcHBxgbm4u8bicnByEh4czQWZ2djZsbW1lvgehUIj169dDT08PM2fOFHtMZGQkPD09MWrUKNjY2Eg9n5aWFr5+/VoqaPz8+XOJqm1VVVUYGBgwRSzfF7U0b94cBgYGpSrHORwOTp06JfbaPj4+CAoKQpcuXWBmZlbq+e7duyM9PR07duyAubk588vjmzdv8Pr1a3Ts2BHTpk2Tut9ywoQJ1RJUVtX2ChaLBQ0NjTKr9msbCigJIVXmwIEDmD17Nh49eqSwAh1nZ2fk5uYiKCioXK/39fXF9OnTMWPGDIUHSNKIgh0TExPY2dkp7INn3759+PXXX5GcnIwmTZqUeO7r16+4ceMGfHx84Ovri+zsbLRu3ZrZD9m7d2+5Z26XV2JiIiwsLNC/f3/07dsXOTk5FQoqRR/q5Rlv6O/vj6ioKJnbQj1//hxnz57F6NGjYW1tLfYYT09PvHr1CqtXrxbbikqEz+fj2bNn8Pf3lxgkiv7o6urKPflJdA1Je4n37duH2NhYia/dunUr8vPz4eXlhYSEBGRmZkIoFKJJkybo1q1bmXuLq2MvcXFxcXEK314BfBvIIO/PXU1HASUhpMpURYHO6dOnMWHCBMTExKBNmzYyv66wsBArVqzA1q1bMXDgQGzYsAEBAQGVfn/yqkjgIwsOhwMDAwMmqxsfH88sZd+/fx9FRUWwtLRkgkhjY+MqzdwC35ZQf/rpJ8TFxeHFixfIyMjAihUrYGVlBSUlJbmySZURqMtStCKSkpKCXbt2QU9PD3PnzhUb4BUUFGDNmjXo1KmTTDPpW7VqhZEjR8p723L5kYtUwsLCFL69QlpGvLaS/1cXQggpJ9EEnfDwcHh4eCjkGq6urqhfv77EJTtxYmNj0bt3b+zcuRNbt27FtWvXYG5uXmIOdXUR9SC8dOkSwsLCKv38TZs2haWlJTZs2ABzc3O0atUKv//+O1RVVbFr1y58/PgRwcHBWLlyJUxMTKo8mASAFStW4OnTp7hw4QJ0dHTwzz//4M6dOxg/fjysra1L7NX7PmAr/jWbzYa1tTVmzJgBJyencmd9i4qKZDpO1rY6ERERKCoqQrdu3cp1P4pgZmZWpcEkUHOKVCwsLJj/71fWz7voPHU1mASoKIcQUsWsra0xffp0ZoJOZRfoaGpq4ueff8aJEyfw559/lvmBcPbsWcyaNQu6urp49OgRrKysmOdE1bZ37txR+DQUaUTXFWVNZJkUIw2Px0NgYCCzHzIhIQEAMHz4cCxfvhzOzs41pljgypUr+Oeff7B161b07NkTcXFxOHr0KDZs2AB9fX3o6+ujR48eJWY65+bmgs/nQ1lZGZqamtDT06vUYidZlvmlzX7+XlhYGNhsNrp06SLT9atiOfhHL1KxsLBAo0aN4OvrW+E9lYpeZagpaMmbEFLl0tLS0LFjRwwbNgzHjh2r9PPfuXMHDg4OUvdq5ubmYsGCBTh69CjGjRsHDw8PiR9mcXFxlfLBUlnKs/8qKysLN2/ehI+PD27cuIHMzEwYGRnBxcUFP/30E0aPHo2dO3di3rx5irnpcvjw4QO6desGOzs7eHl5gcViYcaMGbhy5QpiY2OrbQZyWXsoeTweDh48iMTERMyaNUvqv1VWVhb++usvWFlZYfTo0WVeW0lJCcbGxujfv395b19mVKTy7XsQGBiIyMhIuX+prKp90DUFLXkTQqqcjo4ONmzYgOPHj+PRo0eVfv5+/frByMgIJ06cEPt8REQELC0tce7cORw9ehSnT5+Wmhlp1aoVpkyZwoxQq45lXxEWiwVfX19wudwyj01MTMS+ffswYMAA6OjoYOzYsXj16hX+97//ITQ0FPHx8di9ezdGjBgBZ2dnnDt3rgregWy4XC5Gjx6NRo0a4dixY2CxWPjw4QOOHz+OxYsXV1swCXybaCQpmCzeVsfNza3MwP/FixcQCoUyZ52rsq2Ouro6rK2tq2S0pLOzc40MuNTV1eHk5IQZM2ZUy/aK2oQylISQasHn82Fra4uioiIEBwczy4h8Pr/U8mVRURFUVFTkWr5ctmwZDhw4gM+fPzP/MRcKhdi3bx8WLVqEjh074vz58+jUqZNc952VlYWIiAiEh4czVbDFW/5UBdHy4PdznYVCIaKiouDj4wNvb288f/4cKioqsLOzg4uLC4YNG4aWLVuKPefJkyfh5uaGhIQEGBkZVcXbkGr+/Pk4ePAgHj58yMyInjZtGq5fv47Y2FipIxsVraJtdYrbuXMnsrKysHLlSpkrsquqrU5CQgIcHBzQoUMHhe4nrk37CsX990mR2ytqE9pDSQipFqICHRsbG3h4eMDNzQ3h4eGIiIiQGKgpKSkhIiICQNm9GidOnIhNmzbh+vXrGDFiBNLT0zFt2jR4e3tj3rx5+Oeff0o1XpaFlpYWevfuXWLf3sePH/H69esSx8k60xn4lqW6f/8+UlJSoKSkhGbNmqFfv34S99QVn+usoaGBBw8eMJXZHz58QP369TFw4ED89ttvGDRoEBo1alTm+3JxcYG6ujouXLiARYsWyf19qUwXLlzAnj17sHfvXiaYjImJgaenJ/75559qDSaBbxl2dXV1sVlieWY/i5qQ9+3bV+ZgsqpmP8fExMDe3h5KSkrYs2cPMjIyKnUvsaw9QGsaZWVlJmgkJVGGkhBSrWbPno3s7Gx069at0vcoWVlZoXnz5vj999/xyy+/ICcnB0ePHq30OcHiWqzIOtP5wYMH8Pb2RufOndG5c2cUFRUhJCQEnz59wqRJk2BiYiLxuhwOB0eOHEF6ejoMDAwwbNgwZk9keZbYRowYgcTExCqfFFTc27dvYWlpicGDB+PMmTPM9oIpU6bA19cXsbGxUvs0KlphYSFOnz6NgIAAmJmZlavPY3lVVVudV69ewcHBAQ0aNEBAQAAMDQ0BVN5e4h+lSOVHQwElIaTaxMXF4caNG8jNza3QB7OkD6idO3cy2bZevXrh9OnTlb6cy+fzsX///lLZqri4OBgaGpaoCE5NTcW2bdtgamrKzHTetGkT6tWrhwULFjDBU0FBAf766y+0a9cOU6ZMkXhtLpeLvLw8uLi4oHv37hUObi5cuIAxY8bg/fv3aNu2bYXOVR75+fmwsbEBl8tFSEgIGjRoAAB4//49OnXqhG3btuHXX3+t8vsCvhVxHT58GFu3bkViYqLUJuWKNGPGDIVWQoeHh6N///7Q09PD7du3S2XiqEiFSEJFOYSQahEWFoZLly6hoKCgwoGQuF6NSUlJ+O+//yAQCDBgwADcuXNHIXsD09LSxC59tmrVqlR7GXEznblcLurXr1+i0IfNZkNNTQ2qqqpSr62uro758+czDb4ravDgwdDQ0MCFCxcqfK7ymD9/Pt69e4eLFy8ywSQA/PXXX2jatKnEsYWKlJ6ejnXr1qFly5ZYtGgRfvrpJ0RFReH8+fNV2peTxWLBxMREocHks2fP0K9fP7Ro0QL37t0Tu6xLRSpEEtpDSQipcsUnUVTWIknxXo1RUVH47bffoK6uDltbW6SnpytsRGDx4FCWe8zJySnxQd22bVtERETgwYMH6NKlC4qKivDgwQMUFBTItLTJ4XAqbT+XpqYmhg0bhnPnzmHZsmWVck5ZeXp64siRIzh69GiJZf63b9/i1KlT2LlzZ5UudX/69Anbt2/HgQMHUFRUhGnTpuH3338vkQG3s7NDbGxslbXVsbOzU9g17t+/jyFDhsDExAQ3btyQ2jcTEL+XmIpUfmy05E0IqVJVNSs3PDwc27dvx927dzF69Gi8fv0aHTt2rPTryDPXWdxM5+zsbJw5cwbv3r1jjtPU1MSUKVPK3F+miJ6EPj4+cHV1RXR0NDp37lxp55UmKioK1tbWGDNmTKm+pBMnTsTdu3fx/v37chVRyev9+/fYsmULPD09wWazMXfuXPz6668Sg/a6MPvZz88Prq6u6NGjB3x8fKp1hj2pvWjJmxBSZbhcLnx9fatkmbBnz55o0KABhg4dCm1tbZw8eVIh18nNzZUpmExJSYGXlxdatmzJVC4DgJqaGnR1dWFpaYmJEydi9OjR0NLSgqenJ9LS0qSek8/n4+vXrxV+D8WJpuScP3++Us8rSU5ODkaNGoW2bdti7969JZ57/fo1zpw5g2XLlik8mHzx4gXGjh2Ljh074sqVK1i3bh0SEhKwYcMGqRngVq1aKXxEp4ODg8KCyStXrmDo0KH46aefcO3aNQomSblRQEkIqTKBgYFVNm0mLy8PgYGBYLPZGD16NE6dOqWQXpGyzHWWNtP5xIkT+Pr1K8aOHQszMzNYW1tjzpw54PP5uHnzptTzslgsPHjwoFJnfKurq2P48OE4d+5clTS0njVrFhITE3Hx4sVS7YDWrVsHAwMDTJ8+XWH3EBQUhEGDBsHCwgJPnz7Fnj178OHDByxZsqTMZV+R2jr7+fz58xg5ciSGDh0KLy+vaq2eJ7Uf7aEkhFSJzMxMREZGlno8OTkZfn5+SExMRHZ2NlRVVaGnp4d+/fqha9euJY7lcDi4cuUKPnz4AGVlZXTu3BnDhg0Tm1Up3qvRzc0Nhw4dQlBQUKXvQytrb6a0mc5fvnzBmzdv8PPPP5d4jYaGBlq3bo24uLgyr6+srIxevXrhyJEjGDduXLnew/fGjBkDT09PREREiG3OXVkOHjyIM2fO4MyZM6W2I0RHR+PcuXPYu3dvpRdwCIVC3LhxAxs3bsTDhw9hbGyMU6dOYcyYMeXea1vbZj97enpi6tSp+OWXX3Ds2DGF7TEmPw7KUBJCqkRERITY7M3Xr1/B5XJhaWkJFxcXZj/gsWPH8OTJE+a4jIwM7Nu3D2lpaRg4cCD69euHV69e4eDBgxKzhCwWCxEREejVqxdat24tcRRjRWhqakqssObxeDh69ChSU1MxdepUNGvWrMTz2dnZACA2c8rn88vMqCopKcHJyQkjR47EL7/8gsWLF4PP55fznfwfR0dHNG7cWKGjGENDQ7FgwQLMmTNHbCC8bt06GBkZYerUqZV2zaKiIpw9exbm5uYYMmQIBAIBrly5gvDwcIwfP77CQVVFR3SKjjc2NpZpD2157d+/H5MnT8a0adPg6elJwSSpFBRQEkIUjs/nIzw8XGzWpnPnzkwrEVtbW/Tp0wdz5syBgYEBAgMDmeMCAgJQWFiI2bNno0+fPnBwcMDEiRPx6dMnhISEiL2uUChEeHg4BAIBJk6ciP/++w/5+fmV+t4kzXWWZaazjo4OWCxWqe9NRkYGPnz4AAMDA6nXFggEaN68OU6cOIHt27dj27ZtGDRoENLT0yv0nlRVVfHzzz/j/PnzCln2zsjIwKhRo2BsbIzt27eXev7ly5e4cOECVqxYUSnZyYKCAhw4cAAdO3bEL7/8An19fdy7dw8PHz7E0KFDK7U5eXnb6uTl5cHMzEzhbXW2bdsGd3d3/Prrrzhw4ECVNmYndRv9WkIIUThJvRolUVJSgra2NhITE5nHIiMj0blz5xJjBDt06ABdXV2Eh4fD1tZW7LkKCgqQlpaGiRMnYt26dfDx8cHYsWPL/2a+I6lg4+rVq3j58iW6dOmCvLw8PH/+vMTz3bt3R/369WFtbY2nT5/Cw8MDJiYm4HK5ePToEXg8nkzFHmlpaWCxWPjtt99gYmKCMWPGwNraGt7e3kymrDzGjBmDgwcPIjg4uFIbeAuFQkydOhVfvnyBv7+/2GKbtWvXokWLFpg8eXKFrpWVlQUPDw/s2LEDHA4HP//8M/777z9069atQueVhTxtdYRCIbp164bjx48rrM+kUCjE+vXrsWrVKixfvhzr16+vsh6a5MdAASUhROFk6dXI5XJRVFSE/Px8REdH482bN8z+vczMTOTk5IhtTG5kZFRqjra465uamqJHjx44efJkpQaUOjo6YLPZzPxxEVlnOo8YMQL6+vp49uwZU4RjaGiIcePGlTmtJi8vD05OTli6dClWr14NR0dHhISEwNXVFba2tjhx4gRGjBhRrvdlZ2cHPT09nDt3rlIDyn///RdeXl7w8vJCmzZtSj0fGRmJ//77D4cOHYKamlq5rpGamop///0Xe/fuRW5uLtzc3LB48WJ06NChorcvN1lnP/fs2RNnz57FxIkTK/0ehEIhli1bhs2bN2P9+vVYsWJFpV+DEAooCSEKx+FwoKSkJHVP4NWrV5k9k6KpIMOHDwfwLdMEQGz2RktLC3l5eSgqKhK7F0xJSYkJaN3c3DBv3jwkJyeX2s9YXsrKyjA1NS01y9vd3V3m1/fu3Vvu+cwsFgvt27eHqqoq/v77b3h7e+P48eOwtLTEo0ePMHXqVIwcORIrV67E2rVr5V7aVFZWxqhRo3DhwgVs3bq1UpZGnzx5gj/++AMLFy6UOE997dq1aN26NSZNmiT3+RMSErBt2zYcOnQISkpKmDlzJhYuXMjMoq7Jxo0bhwULFiA1NRW6urqVdl6BQID//e9/2L17N3bs2IH//e9/lXZuQoqjzROEEIWTpVdj3759MXPmTIwdOxadOnWCQCBgCkx4PB4AiJ20IQoiRcd8TyAQIDc3FwAwevRoKCsr4+zZs+V+L+KYmZlVSSuk4gQCAbM8rq2tjdjYWNjY2OCPP/4Ai8XCuXPnsGnTJvz9999wcXFBZmam3NcYO3YskpKS8PDhwwrf75cvXzB69GhYWVlh06ZNYo8JDw/HpUuXsHLlyjLHThb36tUrTJ48GW3btsWpU6ewZMkSxMfHY/v27bUimASAUaNGAQD+++8/cDgcREREwN/fH97e3rh48SK8vb3h7++PiIgIcDgcmYqv+Hw+Zs6ciT179sDDw4OCSaJQFFASQhROll6NTZs2RYcOHWBpaYlp06ahsLAQR48ehVAoZIILcR+ionNLC0BEr2vcuDGGDBlS6U3OtbS0qnSus1AoBIfDweTJkzFlyhRs3LgRGhoaaNq0KXbv3g1TU1Pcu3cPS5YswfXr1xEUFAQbGxu8efNGruv06NEDhoaGFW5yLiqKysvLw/nz5yX+W61duxZt2rSRedk3ODgYI0aMQNeuXXH79m1s2bIF8fHxWL16NZo0aVKhe65q6urqmD17NjIzM3Hq1ClmAlNMTAzi4+MRExODqKgo+Pv749SpU/Dw8EBQUBCTvf8ej8fDxIkTcezYMXh6emLWrFlV/I7Ij4aWvAkhCleetiSmpqa4ePEiUlNTmaVucR+eWVlZ0NDQkHqNzMxMZGRkoGHDhnBzc4OrqyuioqIqVLTyvaqa6wx8azcUFRUFX19f/P3333B3d4eVlRViYmJgaGgIHR0d2NvbY8aMGdiyZQuCg4Ph4uICa2trnD59GkOGDJHpOkpKShgzZgxOnjyJbdu2ISMjo0RxiWibQVkzmzdv3oybN2/i5s2bYvfBAt8m1Xh5eeHYsWNSfzkQCoW4c+cONm7ciICAALRv3x6HDh3ChAkTFFYZrUhcLheBgYGIjIxE69atSzz3fVa/+NcFBQUIDg7Gs2fPYGJiAjs7O+b9c7lcjB07FteuXcP58+dL9Tn9UfH5/FIFUrL+DJOyUUBJCFE4Ua9GeSbViJawCwoK0LRpU2hqauLjx4+ljvv48aPU9jp8Ph83btzAtGnTYGhoiC5duoDNZmPJkiX466+/0Llz50qZEKKurg5nZ+cqmevcrVs37NmzB/PmzYOPjw8+fPiApUuXIj09HXl5eeDz+diwYQM2btyI69evY//+/Xjy5Anc3NwwbNgwrFu3DsuXL5dpX6Rorvf+/fuZTO/3/5ZKSkqIiIgAALDZbJiamsLMzAxaWloIDAzEypUrsWLFCjg7O0u8zpo1a9CuXTtMmDBB7PMCgQA+Pj7YuHEjgoODYWFhgQsXLmDEiBG19sM/Li6OaYReHqJfXKKiohAbGwtnZ2c0bdoUI0eOxN27d+Ht7Y3BgwdX5i3XSllZWQgPD0dERARTPCfPzzCRDUtY1Rt/CCE/HNF+MHGys7PRoEGDEo/x+Xzs2rULKSkpWLNmDdTV1XHp0iWEhIRgyZIlaNiwIQDg3bt3OHDgAEaMGIGePXtKvH779u2Rk5ODqKgoREVFITAwkMl2slgstGvXDsbGxiX+iApe5BUWFoY7d+7I/TpZiUbxxcbGwsXFBQkJCTh79iwGDBiAU6dOYdmyZfj8+TO0tbVx5swZ7Nu3D9evX8fo0aOxc+dOHDx4EGvWrMGIESPg6ekpcXZz8cyZQCCQqyiHxWJBKBSiXbt2WLBgAdq0aQN/f3+JWeTQ0FB0794dnp6ecHNzK/Ecj8fDmTNnsHnzZrx69Qp2dnZYtmwZnJycanXbG9HPieh7VVGi84iq5K9cuQIHB4dKuNPaq/jPsLzfZ9Hx32d/iWQUUBJCFI7D4eDUqVNinzt+/DgKCgrQpk0baGtrIzs7G6GhoUhJScHQoUOZUYkZGRnYvn076tWrhz59+oDL5eLevXto2LAhfv31V6lL3vv374epqSlcXFwwZMgQxMTEwMbGBrt27YKGhgYTaEZFRSE5ORkAoKamhk6dOpUKNFu2bFlmcKWoYOH7uc7Z2dmYMGECrl69is2bN+P3338Hl8vFunXrsHnzZgiFQsydOxdmZmZYtmwZBAIBdu7ciQYNGmDixIlo1aoVvL29S7UnKp45q8j9C4VC5ObmYujQoVJ7Pw4bNgyvX79GdHQ08++Yl5eHI0eOYOvWrUhISMDQoUOxbNky9OjRo9z3U1Mo+peOli1b/vDL3JX1M1wVYzDrCgooCSEKx+fz4eHhUapXI/Dtw/XZs2dITk5Gbm4u1NXVYWhoiN69e5ea5Z2cnMzM8lZRUUHnzp0xdOjQUhnO4lRVVZGfnw8fHx88efIESkpK6N27N6Kjo9GrVy94eXmVOD4tLQ0vX75EVFQUIiMjmUBTVCVdv359dO3atVSgqaenVyJjVlUfaAKBAKtWrcLff/+NCRMm4NChQ2Cz2YiIiEDfvn2RlZWFhg0bYuHChYiKisL58+cxYMAA/P7775gzZw6+fPmCc+fOwcnJCUDlB8Mi9vb2sLCwKPV4SEgIrKyscPLkSUyYMAEZGRnYu3cv/v33X6Snp2Ps2LFYsmQJTExMKu1eqlNcXFyVbIsYOXLkDxsAKeoXOkk/w+QbCigJIVUiKCioVK9GRWOxWLC2tmZ6PCYnJ+Pq1avw9vaGn58fioqKYGxsjOHDh8PV1RUWFhZil1GFQiGSkpJKZDIjIyMRHR3NBMlNmjSBsbExTExMSiybv3jxokqW3M6dO4cpU6bA1NQUXl5eMDAwwMePH9G3b1+kpqYiPz8fRkZG+Pnnn3Hu3DlkZGRg1apVuHv3Lvz8/LB582Y4ODgoNHMm7gN5yJAheP/+PW7fvo3du3dj//79KCwsxNSpU/HHH3+UKlSpzbhcLo4dO6bwwi3RLyFTpkz54ZZqFZ39paBSMgooCSFVIisrC4cOHary686YMUPsxvqoqCiYmJigZ8+eiI6ORkZGBoyMjODi4gIXFxfY2dmVuYeSz+cjNja2RKAZFRWFN2/eMAUshoaGsLS0hLm5ORo0aMAEEuKKAkRfs9lsmJmZwdTUVK6igOfPn8PFxQUCgQDe3t6wtrZGUlIS7O3tkZGRAXNzc/j5+cHExARGRka4ceMGevToAWNjYwQGBmLmzJkyX6u8imfOnj17BhsbGzg4OODBgwdQU1ODu7s7/ve//1Va4/maxM/PD1FRUVXySxWLxYKxsTGTef4RUPa3elFASQipMjXtA7Vfv35QVVXFjRs3EBQUBG9vb/j4+CAhIQENGzbEoEGD4OrqCmdnZ6nL6t/jcrl48+ZNqUAzPj4e+vr6MDQ0RNeuXaGnpwctLS1oaWlBR0cH7du3h4GBQYXaliQnJ2P48OEICwvD4cOHMWHCBHz+/BkODg7MPtR9+/YhKCgI5ubm+PLlCzIyMrBs2TKoqKhUykQcSYpnzt68eQNnZ2d8/vwZOjo6WLhwIebMmcMUXNU1mZmZOHz4cKnHExISEBISgpiYGKSnp0NTUxMtWrTAwIEDS0zMefLkCbO3OD8/H1paWmjbti2cnJzQuHFjideV9AtVXUPZ3+pHASUhpMrUtP/oHz16FNOnT0dCQgIzUUUoFOLFixfw8fGBt7c3wsPDoaamBgcHB7i4uGDYsGHQ19cv133l5OQw+zMruxCoOC6Xi9mzZ+P48eNYvHgxNmzYgLS0NDg6OiIlJQUBAQGIj4/H0qVLERUVhWnTpqFjx44KDSaL+/TpE7Zv3w4AmDJlCvbu3VsprZtqMklbPjw9PREXFwczMzPo6+sjOzsbDx8+BJfLxfz585mftUuXLoHH46FZs2bQ0NBAeno6nj59CoFAgIULF0JbW7vUNb/f8lGX1bRfVn9EFFASQqpUTVqWysrKgp6eHtauXYvFixeLPSYuLg4+Pj7w8fHB/fv3wefzYWNjA1dXV7i6uqJTp04Vvte0tLRSQWZ5CoGKEwqF2LlzJ37//XcMHDgQZ86cAZfLhaOjIz59+oSAgAB07doVJ06cwJcvX0qcJzk5GX5+fkhMTER2djZUVVWhp6eHfv36lSiUKm/WTCgU4uLFi8jOzkZkZGSVBbLVhc/nY//+/eByuaWei4uLg6GhYYkuBampqdi2bRtMTU3xyy+/SDxvYmIidu7ciUGDBsHe3l7sMWw2G7Nnz661vTplUdHsL/CtuO3Jkyd48uQJUlJSoKamBn19fbi4uEjsc/ujZH9lRQElIaTKVVWvRlmMGzcOkZGRTOGMNOnp6bh+/Tq8vb2ZCu4OHTrAxcUFrq6usLGxqbQP7uKFQMWrzcsqBOratWuJZeNbt25hzJgxMDAwwJUrV9CoUSP0798f8fHxuH37NnJyckplzl69eoUHDx6gZcuW0NLSAo/HQ0REBD58+ICff/4Ztra2AMqXNRO5ffs2pk6dysywrsuktc2SZMeOHQCA3377TeIxubm5WL16NX766SepDcwnTJgAPT09ua5fm1Q0+wt8K2oLDQ2FpaUlWrZsicLCQiQlJaFbt27o0KFDqWv+SNlfWVFASQipFlXVq7EsN27cwODBgxEaGipX9WZ+fj4CAgLg4+ODK1euICUlBU2bNsWwYcPg4uICR0dHsNnscrwT6YoXAhUPNN++fVuiEEgUYJqYmKBBgwZYsmQJ0tLScOHCBXTv3h0DBgxATEwMVq1aJdOsdVEPSx6PhyVLlkg8TpasGfBtWf6PP/4oV/P42kZaY39xhEIh1q9fDz09vVKFUrm5uRAIBMjIyIC/vz+io6Mxc+ZMsUGPSP/+/WFqalru+6/JKiP7++LFC5w6dQqTJk2Sqz3Vj5D9lQeNXiSEVAsLCws0atSo2psPOzk5oWnTpjhx4oRcAWW9evUwZMgQDBkyBB4eHnj69Cm8vb3h7e2Nw4cPQ1NTEwMGDICrqysGDx4sdQlYHsrKymjfvj3at2+P4cOHM49/XwgUGRmJixcvYuvWrQC+VZGz2Wz0798fAwYMwJw5c3Dy5EmZgknR67W1tZGYmCj1uEaNGgH4FnBLo66ujvT09DqdORPhcDhyjR4NDQ1FZmYmBgwYUOq5v/76i/k309DQgKurq9RgUklJCRwOp3w3XgukpaWJDSYBiP1vga6uLvT09Ep8T+7fvw8jIyOYmJhAIBCAx+PJVHBTUFCAtLS0H+JnWBYUUBJCqk2rVq0wZcqUCo9HMzY2Lvd4NBUVFYwfPx6nT5/GP//8I3XijiTKysro2bMnevbsic2bN+P169dMUY+bmxuUlZXRt29fpiWRIlqOqKurw9TUtFQmKjs7G9HR0YiKikJERAR8fHxw69Yt3Lp1CzY2NhAKhRKX+rlcLoqKipCfn4/o6Gi8efMGZmZmpY77PmsGfBt3WRYOh1NrP4xFgUdhYSHz5/uvRY/Fx8fLHEympKTAy8sLLVu2hKWlZannp0+fDh6Ph5SUFISGhqKwsLDM+8zNzS3Xe6wN5A2WhUIhcnJymJ+7goICfPz4ET169MCNGzeYJfHGjRtj0KBBZa521Oaf4cpGS96EkBohKysLERERCA8PZ/YIKqJXozhhYWHo1q0brl+/jkGDBlXoXN/79OkTrl69Ch8fHwQEBKCwsBBmZmZwdXWFi4sLzM3Nq3wm9YkTJzB9+nRMnjwZHTp0kHj9ixcv4smTJwC+Be8mJib4+eefoaGhUeK4pUuXlsiaOTk5lbm3TElJCcbGxujfvz+Ab0uXsgZo5XmsMs9VWFjIbC+QxfTp02Uq3srKysLevXvB5/Mxf/58qXtQgW/Zua1bt2LIkCFSv9+tWrXCyJEjZb7f6iQUCplfKkV/l/b1vXv38Pr1a5kD9ufPn+Ps2bMYPXo006d1x44d0NDQgLKyMvr37w82m42goCAkJiZi2rRpEv/tvv8Z/tFRQEkIqVH4fD7S0tLA4XDA4XCQm5sLPp8PZWVlaGpqQk9PD3p6ehXq1fg9oVAIU1NTdO3aFefOnauUc4qTlZWFW7duwdvbG9evX0dmZiZatGjBFPX06dOnyvYUPnnyBJ6enmjbtq3EgDIlJQUZGRnIyspCeHg4lJWVMXLkyFI9Od+/f18ia2ZmZiZ1/yTw7XseHR2NEydOyBWclYXFYkFJSanEn+KPff93cV+LHpP2tbg/out///d+/frB0NBQ6i8O+fn52L9/PzIyMuDu7i5zY/fdu3cDAObPny/2eaFQiA8fPuDatWtyBWqSvq6Mc0j6ujwmT56Mrl27yvRLWUpKCnbt2gU9PT3MnTsXSkpKiI2Nxb59+wB8+x62bNkSwLfs/IYNG6Crq4t58+ZJPGfbtm3h6uparnuva2jJmxBSoygrKzNBY1VhsViYOHEiVq9ejczMzDIzQ+WlpaWFUaNGYdSoUSgsLMT9+/fh7e0NLy8v7N69G40aNcLgwYPh4uICZ2dn1K9fXyH3AQC2traIiYlhemCK07RpUzRt2hQAYGlpiYMHD+Lo0aNYsGBBiQ/wdu3aAQA6d+6Mrl27YuvWrVBTU5OaNWOxWKhfvz6MjIxKBYEsFgvKysqlgkDRY8WfV1ZWLvH198GcuK9lOaYyvga+tbQpKiqCQCCQ+AsQj8fD0aNHkZqailmzZsk1JYjH45W5D7Z58+aYOHFitXwPFP31169fy1z2B779MnfkyBGw2Wy4ubkxrapEv8A1btyYCSaBb1tIunTpgtDQUOYXWnEq85eh2o4CSkIIATB+/HgsXboUFy9exLRp0xR+PTU1NTg6OsLR0RG7d+9GaGgos+/y1KlTUFdXh4ODA1xdXTF06FCFjCLU1NSU63hTU1NcvHgRqampTKD5PR0dHTRv3hxhYWFlLnvb29tj165dct1DTSUUChEbG4vg4GDmT2hoKHJzc2Fraytx36xAIMCpU6cQHx+PKVOmiD2Oz+eDy+WW2mqQkJCA5ORkqcVkLBYLQ4YMqbNV3t7e3oiJiZF6TH5+Pg4fPoz8/Hy4u7uX+IVRtF1G3CSs+vXrg8/no7CwUGLjfarw/j8UUBJCCL5lcRwdHXHixIkqCSiLY7FY6N69O7p3745169YhNjaWaaY+e/ZszJo1C7a2tsy+y44dO1bKdTU1NeWqPubxeADA7HGVdlxZWTMlJSW5A9qa5PPnzwgODsazZ88QHByMkJAQpKenA/i2Z9HKygqrV6+GtbU1jIyM4OXlJfY8V69excuXL9GlSxfk5eXh+fPnJZ7v3r07CgsLsX79epibm0NPTw9qamrM9dlsNhwdHaXea10uGinrZ7is7K+2tjYaNGjADBEoLisrCyoqKhKL/Wr7z3Blo4CSEEL+v4kTJ8LNzQ1xcXEKqcSWVZs2bfDbb7/ht99+Q1paGtNMfc2aNViyZAk6duzIBJc2NjblnjSjp6eHiIiIUo9nZ2eXytjw+XyEhIQwU3MqkjUTne/p06dgsVjo0aNHjf5g/vr1K0JCQkpkH5OSkgB8+x5aWVnh119/hZWVFSwtLUtNYeHz+WCz2WIDcdF5oqOjER0dXer57t27Q1VVFTY2Nnj//j0iIiLA4/GgpaUFCwsLODo6Sm1JxWazoaOjU5G3X6NJ+hkGZMv+AoC5uTmCgoLw9u1bpgVTbm4uXr58iXbt2kn8/5dAIKjTwbq8qCiHEEL+v5ycHDRr1gxLly7FypUrq/t2SsnLy8Pt27eZZuppaWlo1qwZhg4dCldXV9jb28vVTF3SBJfjx4+joKAAbdq0gba2NrKzs5kRi0OHDoWdnR3y8/Px119/ic2aqaqqYv78+aUCq+89evQIly9fhoqKCrp164a+ffuiT58+6N27d6X17ZRXXl4ewsLCmMDx2bNneP/+PYBvy6OWlpawsrKClZUVrK2tyyy2EZE0zUWRfoRpLtKmEPn4+CAoKAhdunQR2+6qe/fuAL79ArVjxw5wuVz07dsX9erVw+PHj5GRkYH58+dLHL0I1P0pRPKggJIQQopxc3PD06dP8fr16ypv5yMPPp+Px48fM83UY2JiUL9+fTg7O8PV1RWDBg1imoxLO4eHh0epzFlYWBiePXuG5ORk5ObmQl1dHYaGhujduzczy7uoqAjXr1/H+/fv8fXrVyZr1r59+zKzZsV16dIF8fHxCAoKwv3795nG6cbGxkyA2adPHzRv3rwc3yXpeDweIiMjS2QeX758yWQULSwsmODRysoK7du3L3c2OCsrC4cOHarkd1C2uj5vms/nY9++fWILc/bt24fY2FiJrxU1/QeAL1++4OrVq3j//j34fD5atmyJQYMGoUWLFhJfT5NySqKAkhBCirl9+zb69++PJ0+ewMbGprpvRyaiFjyiop7g4GCoqKigb9++zNK4uA9GoVCIEydOICUlpdyBUmUYOXIkWrVqBaFQWCK4DAoKwps3bwB82wZQPMBs166dXAG/QCDA27dvSwSPYWFh4HK5UFZWhrGxcYnMY9euXSu9hZOfnx+ioqKqJEvJYrFgbGwMJycnhV+ruqSmpmLHjh2Ijo5Gr169qvRn+EfI/sqLAkpCCClGlJ1wcXHB3r17q/t2yiUpKQlXrlyBj48P7ty5Ax6PBwsLC6bfpampKR4/fozly5cjIiICy5cvr7ZsrGhs5pQpU8QWP3A4HDx48IAJMF+8eAGhUIhmzZqhT58+TJBpYmLCBBRCoRAJCQklgsfnz58jKysLwLcpPtbW1kwAaW5uXmovqCJwuVwcO3aswqNGy1LW97S2S0pKwtatW3HgwAEoKytj3rx51bJPtK5nf+VFASUhhHxnyZIlOHz4MD5//gw1NbXqvp0KyczMhK+vL7y9vXHjxg1kZWWhXr16yM/PR5s2bbB9+3Z8/foVqamp1ZallCeblpmZiUePHjEB5rNnz8Dj8aCpqQkDAwMoKyuDw+Hg69evAABDQ8MSy9aWlpZo2LChgt+RZHFxcbh06ZLCryPK+tYlHz58wObNm3Hs2DFoaGjg119/xYIFC9C4cWPK/tYAFFASQsh3oqKiYGJiAi8vrzozBePdu3dYuXIlLly4AG1tbSgrKyM9PR316tWDQCDAihUryszSJScnw8/PD4mJicjOzmYqvvv168fsrRQIBHj+/DkiIyORlJSEvLw8NG7cGBYWFrCzs5O6jCxLxic7OxvPnz9n2vU8ffoUHz9+BPBtLrtQKASfz4eamhqsrKzg6OiIPn36wNbWtsZUkoeFheHOnTsKO7+Dg0OZM6hrk9evX2Pjxo04ffo0GjdujEWLFmHOnDklflYo+1v9qm/TDCGE1FDGxsawsLDAyZMnq/tWKiwxMRGzZs1C586d8fDhQxw4cACpqakIDg6GsbExCgoK0LBhQ4mVssV9/foVXC4XlpaWcHFxYWYYHzt2jJn5zePxcP78eeTm5qJHjx7M/s1bt27h8OHDEj/sWSxWqfYvBQUFePr0Kfbs2YNJkyahS5cu0NbWxk8//YR169YhJSUFo0ePxrlz5xATE4PCwkLk5+fj2bNn2LBhA3R0dLB79244OjqiYcOGsLW1xeLFi3H16lUmg1kdLCwsmNGUlbXVQHQeHx8fpKamVso5q9uLFy8wevRodOnSBQEBAdi+fTvi4uKwZMmSUr94qKurw9nZWeEZSqFQCGdnZwomxaAMJSGEiLFz504sXrwYycnJ1dbCpiLS0tKwceNG7N27F/Xr18eyZcvg7u6OevXq4fz585g5cyYaN26Ms2fPQklJCY6Ojujbty9++uknua4jEAiwc+dO8Hg8LFmyBEVFRUhMTCy13Orn5wc/Pz/MnDmT6fX3PRUVFdSvX5/Z9xgZGQkejwdVVVWYmZkxBTNWVlbo1KmTTNW1AoEAr169Ygp97t+/j6SkJGbZsnihj7T2MIoQFxcHX1/fCmfVRFkzR0dH/Prrr7h//z7u3bvHtMWpbZ48eYK///4b165dQ5s2bbB06VK4ubnJFMRR9rf6UEBJCCFicDgcNG/eHLt378acOXOq+3ZklpWVhe3bt2P79u0QCoVYtGgRFi5cCC0tLeTm5uLXX3/FkSNHMGbMGBw4cABRUVEYOHAgTExMcPPmTbx48QLBwcFyXfPIkSNITEzE6tWrJR7z+fNnbNu2Da6urlIrY3fu3Altbe0S+x5NTU0rLSMkFAoRFxdXopL87du3AIC2bduWKPRp27atwouVuFwuAgMDERkZCRaLJVdgKTrexMQEdnZ2UFdXR25uLhwcHBAbG4tHjx4xc9Yl4fP5SEtLA4fDAYfDQW5uLoqKiqCiogJNTU3o6elBT08POjo6Cm2PIxQKce/ePfz9998ICAhA586dsXz5cowdOxYqKvLNYBEFlfJ+PyURnYeCSekooCSEEAkGDx6Mr1+/4tGjR9V9K2XKz8/Hvn37sHHjRuTk5GDevHlYunQpU/364sULjB07Fh8/fsSePXswefJkBAYGYsiQIbC0tMS1a9dQv359REREwN/fX+q1uFwuioqKkJ+fj+joaFy7dg1mZmYYP368xNe8ffsWBw8exPjx46VO0enbty+srKzK900op+Tk5BKV5OHh4RAKhdDX1y8RYBobGyuscCkrKwsREREIDw9n+oJ+P1Kw+NdsNhtmZmYwNTUttfyblpaG3r17g8fj4eHDh2LnwGdlZSE8PBwREREyX8/U1BRmZmaVWtksFApx8+ZN/P3333j06BHMzc2xcuVKDB8+vELf68rO/jo7O9e5IqfKRgElIYRIcP78eYwdOxZv375F+/btq/t2xOLxeDh27BjWrVuH5ORkTJs2DX/++ScMDQ0BfPvA3r17N/744w906dIF586dQ8eOHeHv7w8XFxf07t0b3t7eTEGOv78/oqKipM73vnjxIrNnksViwcTEBD///LPUop4DBw7g48ePWLFiBerVqyf2GCUlJRgbGzN7M6tLRkZGiUry4OBg8Hg8NGzYEL1792YCTNFYxMokLmPI5/OhrKwsV8YwPj4ePXr0QLNmzRAYGMiM0qzsjGh5CQQCeHl54e+//0ZYWBh69OiBlStXYuDAgZWWFa4p7/VHQQElIYRIkJ+fj2bNmuF///sf1q5dW923U4JAIMD58+exatUqvH//HuPGjcPatWtLBL6pqamYMmUKrl+/jv/973/YtGkT1NXVcePGDYwYMQIODg64dOlSiXGNoqk70qSkpCAjI4PJcikrK2PkyJGl5n+LBAQE4ObNmxgxYgR69uwp9dxt27atcZX1eXl5ePbsGRNgPnr0CHl5eahXrx569OjBZDFtbW2rpJ+lrCIiIpiM7/Xr1/Hp06dqz9oVFRXh3Llz2LhxI6Kjo2Fvb4+VK1eiX79+CtteUJnZXyIZBZSEECLF9OnTERAQgJiYmGqdJiMiFApx/fp1rFixAhERERgyZAjWr19falbxnTt3MGHCBPB4PBw/fhyDBw8G8C1gHD16NAYNGoTz58+XyrxcvHgR8fHxct3TwYMHkZ+fjwULFpQKCl68eIHTp0/DysoKo0ePLvNcRkZGMh1XnXg8HsLCwpgAMygoCF+/foWKigosLS2ZALNXr15ljr9UtMDAQDg5OWH27Nlo0aJFpe8rtLe3l7qFQYTL5eLEiRPYtGkTYmNjMXjwYKxYsQI9evSo8L3IqrKyv0Q8CigJIUSK+/fvw87ODvfv30efPn2q9V4CAwOxfPlyPHr0CH379sWGDRvQq1evEsfweDysXr0amzZtgr29PU6ePAl9fX0AwIULFzB+/HgMHz4cp0+fFrtcK0uG8ntPnjzBxYsXsXjxYjRt2pR5/O3btzhy5Ag6dOiAyZMnl/khLRQK8fLlS1y5cgVGRkbMH0NDw1Jf16QlSIFAgOjoaCbAvH//Pj59+sRsByi+D1P0b1GVjh07hvT0dIWdX1pQmZeXh8OHD+Off/5BUlISfv75ZyxfvpyKW+og+UqnCCHkB9O7d2+0bNkSJ0+erLaA8vnz51ixYgVu3bqF7t2749atW+jfv3+pbOCHDx8wbtw4hISEYMOGDVi8eDGTVT116hQmTZqEcePG4fjx4xIrZzU1NUstB5aFx+MBALOcCHzbw3f8+HEYGRnBzc1NpoyPUChEdnY2evbsCUNDQ3z8+BEPHz5EYmJiqYBIV1e3RJD5feDZvHnzSt/fKIlo76exsTHc3d0hFArx4cMHJsC8desWM8azXbt2JQLMNm3aKLSSPC4uTqHBJPAtG96oUaMSy99ZWVnYv38/tm/fji9fvmD8+PFYunQpOnfurNB7IdWHMpSEEFKGP//8E7t370ZycnKJ/YaK9urVK/z555+4dOkSOnXqhPXr12PEiBFiA5Bz585h1qxZaNKkCc6ePQsbGxvmuaNHj2L69OmYPHkyDh06JDa4S0pKwq1bt/D8+XO0bt1a7DWys7NL7ZPk8/nYtWsXUlJSsGbNGqirq4PD4WDv3r1o0KAB5s6dK9e+woyMDKxfvx5z587Fzp07mcA3NzcXiYmJ+PjxIz5+/Fji76I/olndwLcl2WbNmpXKbhYPPPX19eVuSVNenz9/LlFJHhERAaFQCAMDgxIBZteuXStta0V1TI/Jzc3Frl27sGvXLuTm5mLKlClYvHgx2rRpo7Drk5qBAkpCCCnD27dv0bFjR1y4cAGjRo1S+PXi4+OxZs0anDhxAoaGhlizZg0mTpwoNvjJzc3F/PnzcezYMYwbNw779++HtrY287yHhwfmzJmD2bNnY+/evUywUlBQwGTPbt26haioKLBYLDg5OUmssj5+/DgKCgrQpk0baGtrIzs7G6GhoUhJScHQoUNhZ2eHgoICbN26FZmZmRg4cGCJewGAJk2aSC3kmDBhAq5cuQJ3d3fY29szoyJlkZWVVSrQ/P7r3Nxc5nhlZWXo6+uLXVYXPdasWTOF7J0VtaMqXkleVFSERo0aoXfv3kyQ2a1bt3JnWqt6vnVeXh42b94MPp+PWbNm4ffff0fz5s0Vfm1SM1BASQghxUhq9Pzo0SOwWCxMmjRJYRv3ORwO/v77b3h4eKBRo0ZYuXIlZs6cKXG/YFhYGMaNG4fExERmPGHxzOK///6L//3vf1iwYAF27NiBd+/e4datW/D19cW9e/eQn58PAwMDDBgwAAMGDGBGFHp4eJRYvi5+vWfPniE5ORm5ublQV1eHoaEhevfuzczyTk9Px4YNGyS+R0tLS4wdO1bsc2w2G7Nnz4aysjLu3LmDkSNHQl9fn5mYUlFCoRAZGRlis5vFHyv+3lVUVNC8eXOJ+zmNjIygq6tb4WXrvLw8PH36lAkwHz9+jLy8PGhoaJSoJLexsZEp45uZmYnDhw+XeCwhIQEhISGIiYlBeno6NDU10aJFCwwcOBC6uroljn3w4AEePXqEL1++QFNTE+bm5hgwYIDUvaui7++CBQtK7KUlPwYKKAkhBLI1ehZVhAKV2+g5IyMD//zzD3bu3AlVVVUsXrwYCxYsQP369cUeLxQK8e+//2LJkiXo2rUrzp49i44dO5Y4ZsuWLViyZAlcXFygp6eHW7duIT4+Hmpqaujbty8TRBobG5cIhrKysrB3716oqKhUaVU7i8WCtbV1iSk6b9++xZAhQ5Ceng4vL68q2cMqFArx5csXicvqiYmJSExMRGFhIfMaNTU1qUvrRkZGaNy4sVxBJ4/HQ2hoaIlK8oyMDKiqqpaqJG/YsGGp14uynsU/4j09PREXFwczMzPo6+sjOzsbDx8+BJfLxfz585mCoWvXruHevXswNTVFu3btkJKSwkzdmTlzpsR7FvdvSH4cFFASQn5o1dn8ODc3F7t378bmzZvB5XLx66+/4o8//pA6Ozw1NRWTJ0/GjRs38Ntvv2Hjxo3MdQUCAcLCwrBkyRIEBAQwAXGHDh0wYMAAODs7w87ODpqamqXOW3zSjoqKCn7//XeFjx383owZM0oF5+np6Rg5ciQePnyIw4cPw83NrUrvSRyBQIDU1FSp+zk/ffqEoqIi5jX16tWTurRuZGQEbW1tid9zgUCAly9flqgk//z5M1gsFkxNTZl55H369EHTpk2xf/9+cLncEueIi4uDoaFhia0Tqamp2LZtG0xNTfHLL78gKysL69evh4WFBcaNG8cc9+DBA3h7e2PKlClMNlqc4llm8mOhKm9CyA+r+Hg2AHLvNRMdHxUVhdjYWJkbPRcWFuLQoUNYv349vnz5gpkzZ2LFihVltpQJCAjAhAkTwOfzcf36dQwaNAgcDgd+fn64desW/Pz8kJqaCgDo3LkzFixYgAEDBqB169YSz8nj8XD06FGsW7cOHA4H06dPx8qVKxEdHV1l+++EQiHatWsnNtPbuHFj3Lp1C+7u7pg0aRJev36N9evXV2tPUCUlJaZnoaWlpdhj+Hw+OByO2KDzzZs3uH37Nj5//lwiA16/fn2pS+utW7eGiYkJ5s6dC6FQiNjYWCbA9PX1xZ49ewAAtra2+Pnnn0vdk7ifTV1dXejp6YHD4QD4tn9XIBCUautjYWEBb29vvHjxQmpAWVBQgLS0NOjp6ZX1bSR1DAWUhJAfUlhYGO7cuVMpjZ6FQiHy8vJw6dIlqT35+Hw+Tp8+jdWrVyM+Ph4TJ07EmjVrpAZ8wLegb9WqVdi8eTN++uknuLu7IygoCCtXrkRYWBgAoFu3bmjTpg1SU1OxceNGLF26VOo5+Xw+zp07h1WrVuHDhw/45ZdfsGbNGrRr1w7At0AjNjZW4RXCAoEAubm5cHd3R1FRkdhASE1NDYcOHULnzp3xxx9/4M2bNzhx4oTYTGtNoaysDAMDAxgYGJSouC+uqKgInz9/FruXMzIyEjdu3ACHwynx/dfW1i6V3ezbty/Gjx8PNTU1xMXFITo6GkKhUKYMs1AoRE5ODhMAirKq3xcCib5OTEws85wcDocCyh8QBZSEkB+OKJgE5M9KSiI6j+i8xYNKoVAIb29vJvM3fPhwXLt2TWqmRyQ2NhYjRoxAZGQkOnXqhKdPn+LOnTvQ1dXFgAEDsHDhQjg6OmLjxo3YtWsX/v33XyxYsEDqfV65cgUrV65EVFQUXFxc4O3tDRMTkxLHqaurw9nZGZcuXSrPt0NmSkpK8PPzQ7du3TBq1CiMHz8eu3fvLjVhhsViYdGiRWjfvj1++eUX9O3bF1euXKnVVcQqKipMYChJYWEhPn36JHYvZ0hICLy8vJistMgvv/wi857N0NBQZGZmYsCAAQDAFOfExcUxv1wA33qcAijRmkkcJSUlJttJfiwUUBJCfihxcXFM0KcoxRs93759G8uXL0dwcDAcHR1x/PhxWFlZSX19Tk4O7t27h927d8Pf3x9CoRDKysrQ1dXFxIkTMWDAAJibmzN7JN3d3XHgwAF4eHhg1qxZUu9r+fLlePr0Kezt7fH48WPY2tpKPL5Vq1awt7dX6PerW7duWL9+PZycnODp6YkFCxbg3r17OHLkCBPkFDds2DA8fPgQQ4YMgbW1Na5evYpu3bop7P6qm5qaGlq1aiV1K0VBQQFTLPTx40dmb2VZUlJS4OXlhZYtWzJL94aGhmjRogXu3r0LLS0ttGvXDhwOB5cvX4aysjLTxF4SUcaZ/HiqfzAtIYRUES6XC19fX4UXm7BYLFy5cgUDBgxA//79oaSkhICAAPj7+4sNJoVCIcLDw7FlyxY4ODigUaNGGDp0KPz8/NC2bVucPn0a6enpCAwMxLJly9CtWzcoKSmBz+dj+vTpOHjwII4ePSoxmHz69CkcHR3h4OAAoVCI27dvIyAgQGowKWJhYQF7e/sKf0+KE+0bdHBwwE8//QQPDw9cuHABSkpKiIyMROfOneHs7Iw5c+YgJyen1OvNzMzw7NkzNG/eHH369IGXl1el3l9tw2az0a5dO/Tr1w8TJ06UafpOVlYWjhw5AjabDTc3txJ7UidNmgR9fX1cuHABGzZswLFjx2BmZgYDAwOoqamVeT98Pr/C74nUPpShJIT8MAIDAxW+JxD4FiByuVy0bNkSPj4+GDp0aKkP+C9fvsDf3x++vr7w8/PD58+foaGhAQsLCzRq1Ai5ubnYt28f3NzcxAYHRUVFmDx5Ms6ePYsTJ05gwoQJpY6JjIzEn3/+CR8fHxgbG8Pb2xvDhg2TO6AW3dOlS5cgEAgqVBDDYrGgrKyMAwcOQE9PD+bm5hgzZgyuX7+OuXPnIjw8HLdu3cL+/fvxxx9/wN/fH56enqVmluvr6yMwMBCTJ0/GiBEjsGnTJixevLjKK9NrorKm/+Tn5+Pw4cPIz8+Hu7t7qcbx2tramDdvHlJTU5GdnQ0dHR1oaWlh3bp1pfpVikMV3j8mCigJIT+EzMxMREZGlnqcy+Xi3r17SEhIQEJCAvLz8zFmzJhSmcRz584hJCSk1Ot1dXWxZMmSUo8rKSmhY8eO6NevH1gsFoqKivD06VOmsXhISAjTcmj8+PFwcnLCixcvsGLFCpiYmODs2bPo0KGD2PfC4/Ewfvx4eHl54dy5c6Wm97x//x5r1qzBmTNn0Lp1a5w6dQpjx46t0Ad9q1atkJWVhfj4eJiYmJS7xZKxsTH69u2LiIgIzJw5E6ampjA1NcXu3btx//59TJw4Effu3cPcuXPh5OSESZMmoU+fPvjjjz+wbt26Eq2Z6tWrh7Nnz6JTp05YunQpXr16hQMHDsjdvqmukTaPXVTVn5qailmzZqFZs2YSz6Orq8sEkMnJycjKypJY1S6ipKRUo4uliOJQQEkI+SFERESIDYJyc3Ph7++Phg0bwsDAADExMRLPoaKiUip4kzbbm8ViwdPTE4GBgbh9+zYyMzPRqFEjODk5Yc6cOXByckLz5s2RkpKCyZMn4+bNm1i4cCE2bNggMSjicrkYM2YMbty4gYsXL8LFxYV5LikpCX/99ReOHDnC9CKcOnVquUf3fS8tLQ3h4eHYtWsXIiIiEB4ejoKCAmaPZ/EApnhAw2azYWZmBlNTU6Y10L59+/DixQuMHDkSwcHBaNiwIU6ePAk7Ozts2bIFy5YtQ/v27REUFIR//vkHq1atwo0bN3Dy5MkSLW2UlJSwdu1adOjQAdOmTUNsbCwuX74MHR2dSnnPtZGenh4iIiJKPS4QCHDq1CnEx8djypQpMrW4Er3u+vXrUFVVRY8ePco8liq8f0wUUBJC6jw+n4/w8HCxGTUtLS2sWrUKWlpa+PjxI/7991+J51FSUkL37t1lvq5oFN3nz5+xcOFCDBgwAJaWliUyhf7+/pg4cSIEAgFu3LiBgQMHSjxfQUEBRo4ciYCAAHh7e2PQoEEAvgV6mzZtwp49e1C/fn1s2rQJ7u7uqFevnsz3Kou0tDRm+bN3797o0aMH/vjjD8TFxWHOnDnIzc1lpglpamoyvRrFjanU0NDApUuX0L17d0yePBmXL19Gnz59sHTpUqxatQpOTk7o3r07lJWVsXTpUgwcOBBubm6wsrLCmjVrsGTJkhJLu+PHj0fr1q3h6uoKGxsbXLt2DZ07d67U919bSArorl69ipcvX6JLly7Iy8vD8+fPSzwv+tn29vZGUVERDAwMwOfzERYWho8fP2Ls2LGlqu/luT6p2yigJITUeWlpaaWmhoioqKjINTpRIBCgsLBQamayOA0NDVy+fLnUhyyPx8PKlSuxZcsW9O/fHydOnJC6/JiXlwcXFxc8fPgQV69eRf/+/ZGVlYXt27dj27ZtYLFYWLZsGX777bcKj4KUJC0trcSMZmVlZbx48QJNmjRB//795T5f27ZtcfLkSQwbNgxbtmzB0qVLsWbNGvj5+WH8+PEIDQ1l5laLCnHWrl2LVatW4erVq/D09CwxcrJnz5549uwZhgwZgh49euC///4r133Vdjo6OmCz2aXmsSclJQEAoqOjER0dXep1ooCyefPmCAoKQmhoKFgsFlq0aIFZs2aVaCMkCZvN/qGzwz8yCigJIXVeZfXF4/F4WLFiBXg8HurVqwcLCwsMHjy4zD173zd6jomJwbhx4xAWFoYtW7Zg0aJFUgtdcnJyMGTIEISEhODGjRuwsbHB1q1bsXHjRuTl5WHevHlYsmSJwj/I09LSSmX9Xr16hRkzZpT7nEOHDsXy5cuxYsUKWFlZwcHBAadOnUK3bt3w+++/Y9++fcyx6urq2LBhA4YOHQo3NzdYWFhg06ZNmDdvHvP9a9WqFR49eoSxY8di4MCB2L17N+bMmVPu+6uNlJWVYWpqWmqWt7u7u0yvt7KyKrO1lTgsFgtmZmZUlPODorZBhJA6j8PhVHhUn5aWFvr164cxY8Zg/Pjx6Nq1Kx49eoRDhw5JbZPyfaPn06dPw8LCAunp6Xj06BH++OMPqfcmajodGhqKa9eu4fXr12jXrh2WLVuG0aNH4/379/jnn3+qJCv05cuXEtf5+vUrkpOT0aVLlwqdd926dbC3t8e4ceOQmJiITp06Ydu2bdi/fz+uX79e6vgePXrgxYsXmDp1Kn799Vf0798fCQkJzPNaWlq4cuUK5s2bB3d3dyxYsKDEXO0fgZmZWZWMzSxOKBTC1NS0Sq9Jag4KKAkhdV5ubq7Yild5DBo0CIMHD4a5uTksLCyYDFhcXJzYAggRUaPn7OxsTJo0CRMmTMCwYcMQGhpaZhbo69ev6N+/P16+fIlFixZh2rRpcHd3h729PV6/fo39+/dX2aQYoVDI7KEUefXqFQBUeK+isrIyzpw5AzabjVGjRqGwsBCzZ8/G4MGDMXXqVKSkpJR6jaamJvbs2QN/f3+8ffsWJiYmOH78OBNEqaioYOfOndi/fz/27duHoUOHIjMzs0L3WZtoaWkx1fhVgcViwcTERGHbLUjNRwElIaTOU1R2qm/fvmCxWHj37p3U49LT09G9e3dcvnwZJ06cwKlTp8r84E1LS4O9vT1evXoFHR0drFmzBqampoiIiMDJkyfRtm3bynwrZcrNzQWXyy0VULJYLIntjeShq6uL//77D8+fP8fChQvBYrFw5MgRCIVCTJs2TWK2zdHREZGRkXB1dcWUKVPg6upaIiM8e/Zs3Lx5E48fP0avXr2YEYI/Ajs7O2hoaFRJI38NDQ3Y2dkp9DqkZqOAkhBS55XV6Lm8VFVVoaGhgby8PKnHxcTEwMLCAnfu3MEvv/xS5nk5HA6srKwQFRWFnJwctG7dGk+ePIGXlxeMjY0r6/blkpaWBgBo0qQJ89irV6/QunXrSqsmt7Gxwb///ou9e/fi9OnT0NPTw5EjR3Dt2jUcPHhQ4usaNmwIT09PXL58GY8fP4axsXGJGeT9+/fHkydPUFBQABsbGzx69KhS7remE81jr4pG/s7Ozj98/88fHQWUhJA6T9ToubIVFBQgLy8P9evXl3iMUChEo0aNYG1tjfv378PDwwNBQUHIysoSe/zVq1fRpk0bxMXFoUuXLszIRhsbm0q/f3mIAsrvM5QV3T/5vdmzZ2PixImYMWMGIiMjMXToUMyaNQu//fYb3rx5I/W1w4cPR1RUFHr37o2ff/4ZEydOREZGBgCgU6dOePr0KTp37oyffvoJp0+frtT7rqlE89gVycHBQeaelqTuooCSEFLn6enpVWgPJY/HK9WCBQBu374NoVBYonXN91gsVoklx4KCAgQHB+PQoUPw8/Nj2hlFRETAyckJw4YNQ2FhIfbv348XL14oPBiQ1ZcvXwCUDCijo6Mrvdcji8WCh4cH2rdvjxEjRiAzMxPbtm2DkZERJkyYAB6PJ/X1TZs2xeXLl+Hp6YkrV67A2NgYfn5+AL5lV/39/TF+/HhMmDABf/75Z4X31tYGxeexV9byt+g8Dg4OJRrNkx8XtQ0ihNR5ZTVafvDgAQoKCpiijejoaObvvXr1Qn5+Pnbs2AFzc3OmD+ObN2/w+vVrdOzYEV27dpXrfkRLkFFRUXj79i2ioqJw8OBBKCsrQ0dHB0+ePKnyPZJl+X7JOy8vD/Hx8QppHi5qem5pack0PT99+jR69OiBtWvXYv369VJfz2Kx4Obmhp9++glTp07FgAED4O7uji1btkBTUxNHjhxhxjW+fv0anp6eTL/Luko0j93X17fC8+xFeyadnZ0pM0kYlKEkhNR5okbPkgQGBsLX1xePHz8GAERGRsLX1xe+vr7Iz89HvXr10LlzZ7x79w43btzA9evX8fXrVwwcOBBTp04t93K6UChEfn4+2rdvDwcHB7Ro0QLPnz+vccEk8C2g1NDQYAKvN2/eQCgUVvqSt0i7du1w4sQJeHt7Y8uWLbC0tMSaNWuwceNGPHjwQKZzGBkZ4datW9izZw+OHTsGc3NzPHr0CCwWC4sXL8alS5dw48YN2NnZ4fPnzwp5HzVJq1atMGXKFGYfrrzZStHxxsbGco1uJD8GlrCqG1URQkg1CAoKKtXouabp3r07+vXrV923Idaff/4JT09Ppt/j6dOnMWHCBGRkZEBbW1th112+fDk2b94Mf39/2NnZwc7ODklJSXjx4oVc13379i0mTZqEZ8+e4Y8//sDatWuhrq6OsLAwDB06FCwWC1evXv1hlm+zsrJKzGMHSs5f//5rcfPYCSmOAkpCyA8hKysLhw4dqu7bKNPIkSNrZOZnzpw5ePr0KUJDQwEAK1euxLFjx5hxforC5/MxYMAAREREIDQ0FDweD2ZmZhg+fDg8PT3lOldRURH++ecfrF69Gp06dcLJkydhZmaGT58+YdiwYXj9+jVOnz4NFxcXBb2bmofP5yMtLQ0cDgccDkeueeyEFEcBJSHkh+Hn54eoqKgam6UU7U2bMmVKjWvBMnr0aGRkZDAFLiNHjkRmZiZu376t8GunpqaiW7duMDQ0RGBgIM6dO4dJkybh/PnzGD16tNznCw8Px8SJE/H69WusWbMGixcvRmFhIdzc3HD58mVs3rwZv//+e5U1BSekLqA9lISQH0ZVNXouL6FQiLy8PAQGBlb3rZTy/ZSc6Ohohe2f/J6uri4uXryI58+fY9GiRZg4cSJGjRqF2bNnIzExUe7zmZmZITg4GIsWLcKff/6JPn36IDExERcuXMCyZcuwePFiTJ8+HYWFhQp4N4TUTRRQEkJ+GFXR6DkxMRGHDh3CihUrsGLFChw8eFCuZWGhUIjIyEiJfSqrS/GAksfj4f379wqp8JbExsYGO3fuxJ49e3DmzBl4eHhAQ0MDkyZNKlfrH3V1dWzcuBFBQUFIS0uDubk59u3bh7/++ouZZuTk5MS0SyKESEdL3oSQH05YWBju3LlT6edNTEzEnj170LBhQ9ja2kIoFOLRo0fIz8/HggULmJZDZWGxWLC2tkbv3r0r/R7Ly8DAALNmzcLq1auZhuZ3796t0iIioVDILEs/ffoUHA4Hjo6O2LZtGxYuXFju8+bm5mLJkiXYu3cvHBwccOzYMcTHx2P48OFo2LAhrl27JrXXqDji9iYWFRVBRUWF9iaSOokCSkLID0kUVLJYrErLWB4+fBjx8fFYunQpNDU1AXwrBtq8eTM6dOiASZMmyXwuNpuN2bNn14hgQygUgs1mY/v27Zg7dy4uX76MkSNHgsPhyBwkV5a8vDzY2toyDeLXrVuHPXv2IDg4GKamphU6t7+/P6ZMmYLs7Gzs2rULvXv3xrBhw/Dp0ydcvHgRDg4OZZ4jKysL4eHhiIiIkLl62tTUFGZmZlQ9TWo1amxOCKm1KpIFqsxGzyIfPnxAx44dmWASALS0tNCmTRtER0eDy+XKXGxTUFCAtLS0MpuyV4WcnBwUFhYyS97R0dFo3LgxdHV1q/xeijc9nzJlCs6cOcNMvwkODpbab7Qs/fv3R1RUFBYsWIDJkyfD1dUVPj4+mDdvHgYMGIC9e/di1qxZYl/L5XIRGBiIyMjIUr+kfL8kX/xrUWD87NkzmJiYwM7OrsYVZBEiCwooCSG1jqxZoIiICACSs0CiRs+SAgF5FRUVQVVVtdTjqqqq4PP5SE5ORsuWLWU+H4fDqREB5fdzvF+9eoXOnTtXW3FT+/btceLECbi6umLXrl04ffo0rKyssGzZMuzYsaNC527YsCFz7lmzZqFHjx7Yt28f2rdvj9mzZ+P169fYunVriV9Q4uLimF9MAMj9M1R8clJsbCxNoCG1EhXlEEJqDS6XCz8/Pxw6dAjBwcEl5mvLkgX6fn428K04w8nJCTNmzIC1tTWTHRIKhXIHBk2bNkVCQkKJaxcVFTHNwEXjHGWhpKQEDocj1/UVRVJAWZ1cXFywdOlSLFu2DGlpadi0aRN27twJf3//Sjn/iBEjEBUVhV69emH06NHIzMzEli1bsHv3bri4uCA7OxvAt60Tly5dqpQst6jK/9KlSwgLC6uMt0FIlaGAkhBSK8TFxeHYsWOIiooCULEs0LFjxxAXF1fieS0tLairq2PXrl04cOAAtLW15Z4A06NHD6SmpuLChQtITk7G58+fce7cOSb44PF4Mp9LIBAgNzdXrusrSvE53gKBAK9fv66ylkHS/PXXX+jXrx/Gjh2LkSNHwtHREZMnT660ymw9PT14eXnh+PHj8PHxwa5du/DXX38hKCgIvXr1QkBAAFPcVVn7cEXnuXPnDgWVpFahgJIQUuMpOgskEAjwzz//oGfPnmjYsCFu3ryJGTNmoH79+nKdu2fPnnBwcEBYWBi2bt2Kbdu2IS0tjamElndvHJ/Pl+t4RREFaE2aNEF8fDzy8/OrPUMJACoqKjh79ixUVVUxZswYHDp0CAUFBZg5c2alBXgsFguTJk1CZGQkOnbsiOXLl2PQoEFo2LAhXrx4USnXkOTOnTulfvEhpKaigJIQUqMVb/GjiCxQYGAgnJ2dsXjxYixcuBAPHjyAjo4OVq1ahTt37sh9zYEDB2L16tWYO3cuFi1ahP/973/MOYo3BpdFTajwBr5lKDU1NVGvXj28evUKAGpEQAl822Zw8eJFhISEYPv27Thw4AAuX74s91jGsrRo0QJ+fn7YtWsXfH194ejoWK7+l/JgsVjw9fUtsUWDkJqKAkpCSI0VFxenkH6RxYWEhCArKwt+fn5YvXo1du7cidatW+Off/5By5YtoaQk/38mNTQ00Lp1a+jr6wMA3r17B21tbbla7CgpKZWoFq9OxZuav3r1CpqamjAyMqrmu/o/tra22LFjB3bv3g0ej4fJkydj/vz5iI2NrdTrKCkpYf78+Th48CDq1atXrp8NedTkyUmEfI+qvAkhNRKXy4Wvr2+l9okURygUYuLEiXj79i3c3NyQlpaGmTNnYsWKFUhLS6twkceLFy/w8eNHDBkyRK4ARCAQ1IgKb+BbQNmkSRMA31oGderUSeHBlLzc3d3x+PFjTJ8+HQEBAQgMDMSECRNw//59qKhU3kddZmYmEhISSr1/LpeLe/fuISEhAQkJCcjPz8eYMWNgZWUl8Vx8Ph/btm1DSkoKhgwZIrZJvGhykq2tLfWpJDVazfovAiGE/H+BgYGV1h9SGhaLhby8PNy7dw9OTk548+YN9u7dCwMDA7kDupiYGBw4cAB3797F06dP8d9//+HMmTPo2LEj+vTpI/e91aSAsiZVeIvDYrFw4MABtGnTBpMmTcKBAwfw9OlTbNy4sVKvExERIbZdUm5uLvz9/cHhcGBgYCDTuR48eICMjIwyj2OxWEwLLEJqKspQEkJqnMzMTERGRpZ6PCEhASEhIYiJiUF6ejo0NTXRokULDBw4kGmyLRAI8Pz5c0RGRiIpKQl5eXlo3LgxLCwsYGdnJ7ZPpJKSEmxtbTFjxowSWSAdHR2w2ewS7Ymk0dbWBovFwr1798DlctG4cWM4Ozujb9++cu+HZLPZcu+5VJQvX77AwMAAQqEQr169wpAhQ6r7lsTS1NTE5cuXYWlpCQ8PDyxfvhxr167FgAEDYG1tXeHz8/l8hIeHi/0lR0tLC6tWrYKWlhY+fvyIf//9V+q5srOz4e/vj59++gm3bt2SeqxQKER4eDh69OhRY/bVEvI9CigJITWOKAv0/Qf33bt3ERcXBzMzM+jr6yM7OxsPHz7Ejh07MH/+fOjr64PH4+H8+fNo2bIlevTogfr16yM+Ph63bt3Cu3fvMHv2bLEZJlEWqPj8bGVlZZiamiI4OFimTKmOjg5mzpxZ4ffPYrFgZmZWY4KHtLQ0mJqaIjk5GRkZGTWiZZAk7du3h6enJ4YPHw4rKyt0794d48ePR1hYmNxV+99LS0uTWCCjoqIi15L0jRs3oKuri27dupUZUAI1a3ISIeLQkjchpEaRlgWys7PDihUr4OrqChsbGzg6OsLd3R0CgQB3794F8C0InDdvHubPnw9HR0fY2tpizJgx6N+/P2JiYvDu3Tux1xVlgb5v1WNmZqbwZXdx91LRudSVSbTkXdMqvCVxdXXFkiVLsGLFCsyfPx+fPn3CwoULK3zeymo0L8q0u7i4yDVtqKY0uidEHAooCSE1irQsUKtWrUoVWOjq6kJPT4/5sFVRURE7ts7ExAQAkJKSIvHaoixQcVpaWjAxMamyMYMsFgsmJiY1pgBDKBQyRTmvXr2Cqqoq2rZtW923Vab169fDzs4OixYtwurVq3Ho0CH4+PhU6JwcDqfCxUhCoRBeXl4wNzeXa7xiTZqcRIg4FFASQmoUeT80hUIhcnJyymyxI5pWU9Zx4q5vZ2cHDQ0NhQeVLBYLGhoasLOzU+h15JGVlYWioiImQ9mhQ4dKrZpWFBUVFZw7dw6qqqrw9vbGkCFDMH36dCQnJ5f7nLm5uRXuPRkcHIzk5GQMHjxYrtfVpMlJhIhDASUhpEaRNwsUGhqKzMxMmJubSz3u7t27YLPZ6NSpk8RjJGWB1NXV4ezsrPClb6FQCGdnZ7kn6iiSaEqOjo4OoqOja/xyd3FNmzbFf//9h5CQEOjr60NZWRlTpkwp979jUVFRhe6noKAAN2/eRL9+/dCwYUO5X19TJicRIg4FlISQGkWeLFBKSgq8vLzQsmVLWFpaSjwuICAA7969w6BBg1CvXj2Jx0nLArVq1Qr29vYy3Vd5OTg4yLUMWhVEWwBEGcraFFAC3+arb9++HYcOHcLkyZPh6+uLffv2letcFc3M3rt3D0VFRTAzM0N6ejrS09ORmZkJAMjPz0d6errUoLWmFGkRIk7NX7cghPxQZM0CZWVl4ciRI2Cz2XBzc5OY1Xzx4gV8fX1hbW2Nnj17lnleaVkgCwsLAN9GNlZWw3XReRwcHMrMslYHUUCpoqKC5OTkGl3hLcncuXPx+PFj7NmzB+PGjcPvv/8Oe3t7uYNjTU1NKCkplXvZOyMjA/n5+di6dWup5wICAhAQEIDffvsNzZs3L/V8TZqcRIg4FFASQmoUWbJA+fn5OHz4MPLz8+Hu7g5tbW2xx719+xZnz55Fp06dMHLkSJmuX1YWyMLCAo0aNYKvr2+FG6+L9kw6OzvXuMykiCigFBUz1bYMJfDt+3zw4EFEREQgJCQELVq0wPjx4/HkyROoqanJfB49Pb0KNRjv3bs3jI2NSzyWk5ODixcvwtLSEsbGxmjcuLHY19akyUmEiEMBJSGkRikrC8Tj8XD06FGkpqZi1qxZaNasmdjj4uPjcfz4cRgZGcHNzU2m5UJZs0CtWrXClClTEBgYiMjISLmzlaLjjY2NYWdnV6P2TH7vy5cvqF+/PmJiYsBisdChQ4fqvqVy0dTUxKVLl2BlZQVLS0sEBQVh1apV2LRpk8znKCuge/DgAQoKCphl7OjoaObvvXr1gqGhIQwNDUu8Jj09HQDQrFmzUsGmvNcnpDpRQEkIqVGkZYEEAgFOnTqF+Ph4TJkyRWJWj8Ph4MiRI2jUqBGmTp0qdjqOpPPL+qGtrq4OJycn2NraIiIiAuHh4cxEne8D4uJfs9lsmJmZwdTUtMa0BpKmeA/K1q1bS92DWtN16NABx48fx4gRIzBo0CBs2bIFAwcOlLmqvqzJSYGBgfj69SvzdWRkJDPxqVu3bhX63tWkyUmEiMMSVnXHXkIIkYLD4eDUqVNin/Px8UFQUBC6dOkCMzOzUs93794dBQUF2Lp1KzIzMzFw4MBSy+FNmjSRurw8YcKEcmWC+Hw+0tLSwOFwwOFwkJubCz6fD2VlZWhqakJPTw96enrQ0dGpVcUVs2bNQmhoKHR1daGsrIyrV69W9y1V2JIlS7B161aYmJggPT0dERERMlddBwUFyTw5qbKwWCxYW1uXmOJESE1DGUpCSI0iLQuUlJQE4NtSYnR0dKnnu3fvjry8PGRkZAD4Nt7ue5aWlhIDyopkgZSVlZmgsS4pnqEcNWpUdd9Opfj7778RHByMyMhIFBYWYu7cuTh9+rRMrzUzM8OzZ88UfIcl1bTJSYSIQwElIaRGkTY/293dvczXN27cWGwVbVlq2vzsmiItLQ36+vqIj4+vlQU54qioqODs2bPo1q0bGjdujDNnzmDw4MH45ZdfynytaHJSVFRUlWQpWSwWjI2Na8X2CPJjoz6UhJAah+Zn1xxfvnyBkpIShEJhrWwZJImenh7+++8/xMbGomPHjnB3d0dCQoJMr/2RJycRIgkFlISQGudHn59dk6SlpYHH4wGA1ClDtVHPnj2xfft2vHnzBioqKnBzc5NpGs2PPDmJEEkooCSE1EiUBap+QqEQaWlpyMnJgYGBgcR+n7XZvHnzMG7cOOTm5uL+/fvYtm2bTK/7UScnESIJBZSEkBqJskDVLzMzE3w+H+np6XVm/+T3WCwWDh06hLZt26JRo0ZYuXIlwsLCZHqthYUFE1RW1i8+ovPU1MlJhEhCbYMIITVaWFgY7ty5o7Dz0wf3N+LaHmVlZeHu3bsQCoUwMDDAr7/+WuvaHsnq7du36N69O1RUVKCvr4+QkBBoaGjI9Nq4uLgfZnISIZJQQEkIqfFEQeWPMj+7KmVlZSE8PBwRERFiG7MLhUIIBAImiGSz2TA1NYWZmVmd23N6+fJljBw5EioqKpg9ezZ2795d6hhxgXdRURGUlJSQmZnJTL6Rh+jn0cTEpMZPTiJEEgooCSG1AmWBKheXy63w6Mi6GAAtXrwYW7duhVAoxI0bNzBw4EAAZQfe4r6W9HhtnpxEiCQUUBJCag0KgioHBeeSFRUVwdHREY8fP4a2tjbCwsLw8uXLCv3MNWrUCA0bNoRQKKz1k5MIkYQCSkJIrZOVlVWn52crkqK2D9jb28PCwqIS7rD6cTgcmJmZoXHjxpgwYQLYbDYF3oSUgQJKQkitVVfnZyuKoguc6lJQeenSJcTFxUEgEEBJqeINUepi4E1IcTR6kRBSa9XV+dmKEBcXp9BgEgDu3LmDRo0a1fosXFhYGOLi4gCgUoJJAEyGU/RvQEElqWuoDyUhhNRxXC4Xvr6+VdIk3tfXF1wuV6HXUaSqCrxFASshdQUFlIQQUscFBgZWuABHFkKhEHl5eQgMDFTodRSFAm9Cyo+WvAkhpA7LzMxEZGRkqccTEhIQEhKCmJgYpKenQ1NTEy1atMDAgQOhq6tb4lgOh4MrV67gw4cPUFZWRufOnTFs2DDUr1+/1HmFQiEiIyNha2tb6wqgqiPwdnJyUui1CKkqFFASQkgdFhERIbai++7du4iLi4OZmRn09fWRnZ2Nhw8fYseOHZg/fz709fUBABkZGdi3bx/YbDYGDhyIwsJC3Lt3D8nJyViwYAFUVEp/jLBYLERERKB3795V8h4rg6TAm8vl4t69e0hISEBCQgLy8/MxZswYWFlZlTr2xYsXuH//PlJSUqCkpIRmzZqhX79+6NKlS6lja3PgTYg4tORNCCF1FJ/PR3h4uNiMm52dHVasWAFXV1fY2NjA0dER7u7uEAgEuHv3LnNcQEAACgsLMXv2bPTp0wcODg6YOHEiPn36hJCQELHXFQqFCA8PB5/PV9h7q2yiwPt7ubm58Pf3B4fDgYGBgcTXP3jwAKdOnYKmpiYGDRoER0dHFBQU4OjRo2IDVeD/Am9C6gIKKAkhpI5KS0uTuE+vVatWpbKLurq60NPTA4fDYR6LjIxE586d0ahRI+axDh06QFdXF+Hh4RKvXVBQgLS0tAq+g6ohLfDW0tLCqlWrsHLlSgwZMkTiOR48eAAjIyNMnToVPXv2RN++feHu7g51dfU6FXgTIgkFlIQQUkcVDwxlIRQKkZOTA01NTQDfloFzcnJgZGRU6lgjIyMkJSVV6vWri7TAW0VFRaYlaS6Xi/r165fIcrLZbKipqUFVVVXi62pT4E2INBRQEkJIHcXhcOTqoxgaGorMzEyYm5sD+DaRCIDYgEpLSwt5eXkoKioSey4lJaVaE1BWxn22bdsWb968wYMHD5Ceno6UlBRcvnwZBQUFZe4lrS3fJ0KkoaIcQgipo3Jzc0uMo5QmJSUFXl5eaNmyJSwtLQEAPB4PAMROGRItl/N4PLGFOQKBALm5ueW99SolCrxl/V6J4+LigtzcXHh7e8Pb2xsAoKmpiVmzZklt9F6bAm9CpKGAkhBC6ihJ2cPvZWVl4ciRI2Cz2XBzc2OymqKlWnF7/ETnlracW1v2BsoTeEuipqYGXV1daGtro3PnzuByuQgKCoKnpyfmzp0LHR0dsa+rTYE3IdLQkjchhNRR4jKH38vPz8fhw4eRn5+P6dOnQ1tbm3lOtNQtWvouLisrCxoaGlKvUVvmp8saeEtz4sQJfP36FWPHjoWZmRmsra0xZ84c8Pl83Lx5U+pra0vgTYg0FFASQkgdpampKXUPJY/Hw9GjR5GamoqpU6eiWbNmJZ7X1taGpqYmPn78WOq1Hz9+lNpGR0lJiSnuqelkCbyl+fLlC968eYOuXbuWeFxDQwOtW7cuc8xibQm8CZGGAkpCCKmj9PT0JC7lCgQCnDp1CvHx8XBzc5O4z8/U1BSvXr1CRkYG87C9KXUAAARVSURBVNi7d++QmpoKU1NTidcWCATQ09OryO1XmbIC77JkZ2cDgNjvNZ/Pl7qcXpsCb0KkoT2UhBBSR0kL6K5evYqXL1+iS5cuyMvLw/Pnz0s83717dwCAg4MDwsPDsX//fvTp04eZHKOvrw9ra+tyX78m0dPTq1CDcR0dHbBYLISHh6NHjx5M66CMjAx8+PBBalFObQq8CZGGAkpCCKmjdHR0wGazUVBQUOo5UQ/J6OhoREdHl3peFFA2bNgQ7u7uuHLlCq5fvw4VFRV07twZQ4cOlbpUzGazJRai1DRlBXQPHjxAQUEBMjMzAXz7non+3qtXL9SvXx/W1tZ4+vQpPDw8YGJiAi6Xi0ePHoHH48He3r5C1yekNmAJxY0GIIQQUicEBQUhODhY7BQYRWGxWLC2tq41s7z5fD48PDzEBt4A8Pfff+Pr169in1u+fDkaN24MPp+Px48f49mzZ/jy5QsAwNDQEP3790e7du0kXpvNZmP27Nm0j5LUehRQEkJIHZaVlYVDhw5V+XVnzJgh04SZmoICb0IqhopyCCGkDtPS0oKJiUmJkYCKxGKxYGJiUquCSQAwMzOr0mAS+DbqUlphEyG1CQWUhBBSx9nZ2UFDQ0PhQSWLxYKGhgbs7OwUeh1FoMCbkIqhgJIQQuo4dXV1ODs7KzwDJxQK4ezsDHV1dYVeR1Eo8Cak/CigJISQH0CrVq3KrDauKAcHB6ktcmo6CrwJKT8KKAkh5AdhYWHBBJWVlYUTncfBwQHm5uaVcs7qRIE3IeVDVd6EEPKDiYuLg6+vL/Ly8iqUjRMt3To7O9e5ACksLAx37twBi8WqlIyl6Dx1JfAm5HsUUBJCyA+Iy+UiMDAQkZGRcgdNouNNTExgZ2dXZ5duKfAmRHYUUBJCyA8sKysLERERCA8PZxp7KykplZg/XfxrNpsNMzMzmJqa/hAVyhR4EyIbCigJIYSAz+cjLS0NHA4HHA4Hubm54PP5UFZWhqamJvT09KCnpwcdHZ0fcqoLBd6ESEcBJSGEECIjCrwJEY8CSkIIIYQQUiHUNogQQgghhFQIBZSEEEIIIaRCKKAkhBBCCCEVQgElIYQQQgipEAooCSGEEEJIhVBASQghhBBCKoQCSkIIIYQQUiEUUBJCCCGEkAqhgJIQQgghhFQIBZSEEEIIIaRCKKAkhBBCCCEVQgElIYQQQgipEAooCSGEEEJIhVBASQghhBBCKoQCSkIIIYQQUiEUUBJCCCGEkAqhgJIQQgghhFQIBZSEEEIIIaRCKKAkhBBCCCEVQgElIYQQQgipEAooCSGEEEJIhVBASQghhBBCKoQCSkIIIYQQUiEUUBJCCCGEkAqhgJIQQgghhFQIBZSEEEIIIaRCKKAkhBBCCCEVQgElIYQQQgipEAooCSGEEEJIhVBASQghhBBCKoQCSkIIIYQQUiEUUBJCCCGEkAqhgJIQQgghhFQIBZSEEEIIIaRC/h+hFBB4NBT3PQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load and visualize the Karate Club graph\n",
    "graph = nx.karate_club_graph()\n",
    "pos = nx.spring_layout(graph, seed=42)\n",
    "nx.draw(graph, pos, with_labels=True, node_size=500, node_color='#8C8C8C')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mathematical foundations of the PageRank algorithm include **Link matrix** $\\mathbf{L}$ and **PageRank Matrix** $\\mathbf{P}$. Let’s explore their definitions and meanings:\n",
    "For **Social Network Analysis (SNA)**, the Link matrix $\\mathbf{L}$ is used to represent how influence, information, or relationships flow between people (nodes). The entry $L_{ij}$ in row $i$, column $j$ of the matrix shows how much influence person $j$ gives to person $i$ with the following definition:\n",
    "$$\n",
    "L_{ij} =\n",
    "\\begin{cases}\n",
    "\\frac{1}{d_j^{\\text{out}}} & \\text{if there is a link from node } j \\text{ to node } i \\\\\n",
    "0 & \\text{otherwise}\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "The Normalization $\\frac{1}{d_j^{\\text{out}}}$ by the out-degree of node $j$ can be interpreted as the normalized distribution of influence across the network. That is to say,\n",
    "if person $j$ follows a few people, then their \"vote of importance\" is evenly split among those $m$ people. So, $L_{ij} = \\frac{1}{m}$ for each connection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Number of nodes/members\n",
    "N = len(graph)\n",
    "\n",
    "# Initialize link matrix L\n",
    "L = np.zeros((N, N))\n",
    "\n",
    "# Fill L using out-degree normalization\n",
    "for j in graph.nodes():  # Column-wise\n",
    "    neighbors = list(graph.neighbors(j))\n",
    "    if neighbors:  # Avoid division by zero\n",
    "        for i in neighbors:\n",
    "            L[i, j] = 1 / graph.degree[j]  # Normalize by out-degree of node j"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To describe the dynamics of a random walker moving through the network, the **PageRank Matrix $\\mathbf{P}$** is introduced as below:\n",
    "$$\n",
    "\\mathbf{P} = \\alpha \\mathbf{L} + (1 - \\alpha) \\frac{1}{N} \\mathbf{E}\n",
    "$$\n",
    "The matrix models the walker's behavior by capturing the probabilities of moving between nodes (with damping factor $\\alpha$), considering both the network's link structure (via link matrix $\\mathbf{L}$) and the possibility of random jumps through the teleportation matrix $\\mathbf{E}$, which ensures unbiased exploration of all nodes with a probability of $1/N$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define parameters\n",
    "alpha = 0.85  # Damping factor\n",
    "E = np.ones((N, N)) / N  # Random teleportation matrix\n",
    "\n",
    "# Build the PageRank Matrix P\n",
    "P = alpha * L + (1 - alpha) * E"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulating Quantum PageRank by CUDA-Q dynamics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of computing PageRank iteratively by [the power method](https://en.wikipedia.org/wiki/PageRank#Power_method), we aim to introduce a [quantum version of PageRank](https://www.nature.com/articles/srep00605) that solves the ranking problem by leveraging the principles of quantum mechanics, specifically [**Quantum Stochastic Walk (QSW)**](https://journals.aps.org/pra/abstract/10.1103/PhysRevA.81.022323), which generalizes classical random walks by incorporating both **coherent quantum evolution** and **incoherent stochastic dynamics**, described by the **Lindblad master equation**:  \n",
    "\n",
    "$$\n",
    "\\frac{d\\rho}{dt} = -i(1-\\omega)[H, \\rho] + \\omega \\sum_{k>0} \\gamma_k \\left( L_k \\rho L_k^\\dagger - \\frac{1}{2} \\{L_k^\\dagger L_k, \\rho\\} \\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Breakdown of Terms\n",
    "\n",
    "**Hamiltonian Evolution (coherent):**\n",
    "\n",
    "$$\n",
    "-i(1-\\omega)[H, \\rho]\n",
    "$$\n",
    "\n",
    "- $H$ is the Hamiltonian, governing coherent unitary evolution.\n",
    "- The factor $1 - \\omega$ determines the extent of quantum behavior in the system.\n",
    "\n",
    "**Dissipative Evolution (incoherent):**\n",
    "\n",
    "$$\n",
    "\\omega \\sum_{k > 0} \\gamma_k \\left( L_k \\rho L_k^{\\dagger} - \\frac{1}{2} \\{ L_k^{\\dagger} L_k, \\rho\\} \\right)\n",
    "$$\n",
    "\n",
    "- $\\gamma_k$ are rates associated with each dissipative process.\n",
    "- $L_k$ are Lindblad operators modeling incoherent jumps between states.\n",
    "\n",
    "**Parameter $\\omega$ controls the interpolation:**\n",
    "\n",
    "- $\\omega = 0$ → Pure Quantum Walk (QW), where only unitary evolution occurs.\n",
    "- $\\omega = 1$ → Pure Classical Random Walk (CRW), where only stochastic transitions occur.\n",
    "- $0 < \\omega < 1$ → Quantum Stochastic Walk (QSW), a hybrid of both.\n",
    "\n",
    "In brief, this framework naturally extends PageRank, where the dissipators $L_k$ encode stochastic teleportation, similar to the random jumps in classical PageRank. The **Quantum PageRank (QPR)** model based on quantum spatial walks can reveal hidden structures for some networks, enhance ranking sensitivity, and achieve comparable or faster convergence compared to its classical counterpart."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given the time-dependent nature of quantum stochastic walks, CUDA-Q Dynamic leverages GPU acceleration and provides a suite of APIs for efficiently solving time-evolved states. Let's get started:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cudaq\n",
    "from cudaq import operators, Schedule\n",
    "\n",
    "# Construct the Hamiltonian based on the adjacency matrix of the social network\n",
    "H = np.array(nx.to_numpy_array(graph), dtype=np.complex128)\n",
    "\n",
    "# Defines an elementary operator named \"hamiltonian\", allowing creation with the name and its degrees of freedom.\n",
    "operators.define(\"hamiltonian\", expected_dimensions=[N], create=lambda: H)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **Lindblad operators** can be defined for a quantum system represented by a density matrix $\\rho$. They facilitate the incorporation of both quantum coherence and incoherent processes into the dynamics.\n",
    "\n",
    "For Quantum PageRank, the Lindblad operators shown below have been demonstrated to converge to a stationary solution:\n",
    "\n",
    "$$\n",
    "L(i,j) = |i\\rangle \\langle j| \\quad\n",
    "$$\n",
    "\n",
    "where the indices $i$ and $j$ label the nodes in the network as well as the Lindblad operators. This notation indicates that the operator $L(i,j)$ describes a **transition** from state $|j\\rangle$ to state $|i\\rangle$.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lindblad_op(i, j):\n",
    "    L = np.zeros_like(P, dtype=np.complex128)\n",
    "    L[i, j] = 1\n",
    "    return L\n",
    "\n",
    "\n",
    "# exec hack for https://github.com/NVIDIA/cuda-quantum/issues/2426.\n",
    "for i in range(N):\n",
    "    for j in range(N):\n",
    "        exec(f\"\"\"\n",
    "operators.define(\n",
    "    f\"lindblad_{i,j}\",\n",
    "    expected_dimensions=[N],\n",
    "    create=lambda: lindblad_op({i}, {j}),\n",
    ")\n",
    "        \"\"\")\n",
    "\n",
    "lindblad_ops = [\n",
    "    np.sqrt(P[i, j]) * operators.instantiate(f\"lindblad_{i,j}\", [0])\n",
    "    for i in range(N)\n",
    "    for j in range(N)\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simply simulate the dynamic system via the `evolve` API with `\"dynamics\"` backend of CUDA-Q:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "cudaq.set_target(\"dynamics\")\n",
    "\n",
    "start = 0\n",
    "stop = 1\n",
    "\n",
    "\n",
    "def quantum_pagerank(N, start, stop, lindblad_ops, omega):\n",
    "\n",
    "    # Define the page labels\n",
    "    page_labels = list(range(N))\n",
    "\n",
    "    # Initialize the state\n",
    "    rho = np.identity(N, dtype=np.complex128) / N\n",
    "\n",
    "    # Define the Hamiltonian and collapse operators based on the value of omega\n",
    "    hamiltonian = (1 - omega) * operators.instantiate(\"hamiltonian\", [0])\n",
    "    collapse_operators = [np.sqrt(omega) * op for op in lindblad_ops]\n",
    "\n",
    "    result = cudaq.evolve(\n",
    "        hamiltonian=hamiltonian,\n",
    "        dimensions={0: N},\n",
    "        schedule=Schedule(np.linspace(start, stop, 2), [\"time\"]),\n",
    "        initial_state=cudaq.State.from_data(rho),\n",
    "        collapse_operators=lindblad_ops,\n",
    "    )\n",
    "\n",
    "    final_state = np.array(result.final_state())\n",
    "\n",
    "    return dict(zip(page_labels, np.real(np.diag(final_state))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For cases where 0 < ω < 1 (e.g., ω = 0.6), the dynamics follow a quantum Stochastic Walk with both coherent and incoherent (dissipative) evolution\n",
    "pagerank_qsw = quantum_pagerank(N, start, stop, lindblad_ops, omega=0.6)\n",
    "\n",
    "# For the extreme case ω = 0 reduces the Quantum Stochastic Walk to a purely classical random walk\n",
    "pagerank_cw = quantum_pagerank(N, start, stop, lindblad_ops, omega=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1280x512 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare the results with NetworkX's built-in PageRank algorithm\n",
    "pagerank = nx.pagerank(graph)\n",
    "\n",
    "# Plot the results\n",
    "plt.figure(figsize=(10, 4), dpi=128)\n",
    "\n",
    "labels = list(pagerank.keys())\n",
    "plt.plot(labels, [pagerank[n] for n in labels],\n",
    "         '-o',\n",
    "         color='#8C8C8C',\n",
    "         label='PageRank')\n",
    "plt.plot(labels, [pagerank_cw[n] for n in labels],\n",
    "         '-o',\n",
    "         color='#FAC200',\n",
    "         label='Classical Walk')\n",
    "plt.plot(labels, [pagerank_qsw[n] for n in labels],\n",
    "         '-o',\n",
    "         color='#76B900',\n",
    "         label='Quantum Stochastic Walk (Quantum PageRank)')\n",
    "\n",
    "plt.xlabel('Node')\n",
    "plt.ylabel('Score')\n",
    "plt.title('Ranking Comparison')\n",
    "plt.legend()\n",
    "plt.xticks(labels, rotation=90)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the ranking results obtained by the Quantum PageRank algorithm show smoother ranking distribution, which reduces the dominance of major hubs, allowing less connected nodes to be fairly recognized. This facilitates the identification of secondary hubs and reveals finer structural details within the network, offering a more nuanced and continuous scale of node importance for complex networks.\n",
    "\n",
    "---\n",
    "\n",
    "Finally, let's visualize the ranking results, representing the influence of each node, from the Quantum PageRank using the `CUDA-Q Dynamic` simulation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scale the node sizes\n",
    "node_weights = np.array(list(pagerank_qsw.values()))\n",
    "node_sizes = node_weights * 20000  # Scale factor for visualization\n",
    "\n",
    "# Draw the graph with node sizes corresponding to the importance of the nodes\n",
    "pos = nx.spring_layout(graph, seed=42)\n",
    "nx.draw(graph,\n",
    "        pos,\n",
    "        node_size=node_sizes,\n",
    "        with_labels=True,\n",
    "        node_color='#76B900')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CUDA-Q Version proto-0.8.0 (https://github.com/NVIDIA/cuda-quantum f8c9c1507fd2741c0af980b9b7028729b1ecc58d)\n"
     ]
    }
   ],
   "source": [
    "print(cudaq.__version__)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
